Overview

Brought to you by YData

Dataset statistics

Number of variables	49
Number of observations	1460
Missing cells	455
Missing cells (%)	0.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	559.0 KiB
Average record size in memory	392.1 B

Variable types

Numeric	17
Categorical	31
Boolean	1

Alerts

`1stFlrSF` is highly overall correlated with `SalePrice` and 1 other fields	High correlation
`2ndFlrSF` is highly overall correlated with `GrLivArea`	High correlation
`BldgType` is highly overall correlated with `MSSubClass`	High correlation
`BsmtFinSF1` is highly overall correlated with `BsmtUnfSF`	High correlation
`BsmtQual` is highly overall correlated with `Neighborhood` and 2 other fields	High correlation
`BsmtUnfSF` is highly overall correlated with `BsmtFinSF1`	High correlation
`ExterQual` is highly overall correlated with `OverallQual`	High correlation
`Exterior1st` is highly overall correlated with `Exterior2nd`	High correlation
`Exterior2nd` is highly overall correlated with `Exterior1st`	High correlation
`Foundation` is highly overall correlated with `YearBuilt`	High correlation
`GrLivArea` is highly overall correlated with `2ndFlrSF` and 2 other fields	High correlation
`HalfBath` is highly overall correlated with `MSSubClass`	High correlation
`HouseStyle` is highly overall correlated with `MSSubClass`	High correlation
`LotArea` is highly overall correlated with `LotFrontage`	High correlation
`LotFrontage` is highly overall correlated with `LotArea` and 1 other fields	High correlation
`MSSubClass` is highly overall correlated with `BldgType` and 2 other fields	High correlation
`MSZoning` is highly overall correlated with `Neighborhood`	High correlation
`Neighborhood` is highly overall correlated with `BsmtQual` and 1 other fields	High correlation
`OverallQual` is highly overall correlated with `BsmtQual` and 5 other fields	High correlation
`SalePrice` is highly overall correlated with `1stFlrSF` and 5 other fields	High correlation
`TotalBsmtSF` is highly overall correlated with `1stFlrSF` and 1 other fields	High correlation
`Utilities` is highly overall correlated with `LotFrontage`	High correlation
`YearBuilt` is highly overall correlated with `BsmtQual` and 4 other fields	High correlation
`YearRemodAdd` is highly overall correlated with `OverallQual` and 2 other fields	High correlation
`MSZoning` is highly imbalanced (56.9%)	Imbalance
`Street` is highly imbalanced (96.2%)	Imbalance
`LandContour` is highly imbalanced (68.3%)	Imbalance
`Utilities` is highly imbalanced (99.2%)	Imbalance
`LandSlope` is highly imbalanced (78.8%)	Imbalance
`Condition1` is highly imbalanced (71.7%)	Imbalance
`Condition2` is highly imbalanced (96.4%)	Imbalance
`BldgType` is highly imbalanced (59.4%)	Imbalance
`RoofStyle` is highly imbalanced (65.1%)	Imbalance
`RoofMatl` is highly imbalanced (94.4%)	Imbalance
`ExterCond` is highly imbalanced (72.8%)	Imbalance
`BsmtCond` is highly imbalanced (75.8%)	Imbalance
`BsmtFinType2` is highly imbalanced (70.1%)	Imbalance
`Heating` is highly imbalanced (92.7%)	Imbalance
`CentralAir` is highly imbalanced (65.3%)	Imbalance
`Electrical` is highly imbalanced (78.2%)	Imbalance
`BsmtHalfBath` is highly imbalanced (79.7%)	Imbalance
`LotFrontage` has 259 (17.7%) missing values	Missing
`BsmtQual` has 37 (2.5%) missing values	Missing
`BsmtCond` has 37 (2.5%) missing values	Missing
`BsmtExposure` has 38 (2.6%) missing values	Missing
`BsmtFinType1` has 37 (2.5%) missing values	Missing
`BsmtFinType2` has 38 (2.6%) missing values	Missing
`MasVnrArea` has 861 (59.0%) zeros	Zeros
`BsmtFinSF1` has 467 (32.0%) zeros	Zeros
`BsmtFinSF2` has 1293 (88.6%) zeros	Zeros
`BsmtUnfSF` has 118 (8.1%) zeros	Zeros
`TotalBsmtSF` has 37 (2.5%) zeros	Zeros
`2ndFlrSF` has 829 (56.8%) zeros	Zeros
`LowQualFinSF` has 1434 (98.2%) zeros	Zeros

Reproduction

Analysis started	2024-12-18 12:26:20.384121
Analysis finished	2024-12-18 12:27:41.203595
Duration	1 minute and 20.82 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

SalePrice
Real number (ℝ)

High correlation

Distinct	663
Distinct (%)	45.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180921.2

Minimum	34900
Maximum	755000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	34900
5-th percentile	88000
Q1	129975
median	163000
Q3	214000
95-th percentile	326100
Maximum	755000
Range	720100
Interquartile range (IQR)	84025

Descriptive statistics

Standard deviation	79442.503
Coefficient of variation (CV)	0.43910003
Kurtosis	6.5362819
Mean	180921.2
Median Absolute Deviation (MAD)	38000
Skewness	1.8828758
Sum	2.6414495 × 10⁸
Variance	6.3111113 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
140000	20	1.4%
135000	17	1.2%
155000	14	1.0%
145000	14	1.0%
190000	13	0.9%
110000	13	0.9%
115000	12	0.8%
160000	12	0.8%
130000	11	0.8%
139000	11	0.8%
Other values (653)	1323	90.6%

Value	Count	Frequency (%)
34900	1	0.1%
35311	1	0.1%
37900	1	0.1%
39300	1	0.1%
40000	1	0.1%
52000	1	0.1%
52500	1	0.1%
55000	2	0.1%
55993	1	0.1%
58500	1	0.1%

Value	Count	Frequency (%)
755000	1	0.1%
745000	1	0.1%
625000	1	0.1%
611657	1	0.1%
582933	1	0.1%
556581	1	0.1%
555000	1	0.1%
538000	1	0.1%
501837	1	0.1%
485000	1	0.1%

MSSubClass
Real number (ℝ)

High correlation

Distinct	15
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	56.89726

Minimum	20
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	20
5-th percentile	20
Q1	20
median	50
Q3	70
95-th percentile	160
Maximum	190
Range	170
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	42.300571
Coefficient of variation (CV)	0.74345532
Kurtosis	1.580188
Mean	56.89726
Median Absolute Deviation (MAD)	30
Skewness	1.4076567
Sum	83070
Variance	1789.3383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
20	536	36.7%
60	299	20.5%
50	144	9.9%
120	87	6.0%
30	69	4.7%
160	63	4.3%
70	60	4.1%
80	58	4.0%
90	52	3.6%
190	30	2.1%
Other values (5)	62	4.2%

Value	Count	Frequency (%)
20	536	36.7%
30	69	4.7%
40	4	0.3%
45	12	0.8%
50	144	9.9%
60	299	20.5%
70	60	4.1%
75	16	1.1%
80	58	4.0%
85	20	1.4%

Value	Count	Frequency (%)
190	30	2.1%
180	10	0.7%
160	63	4.3%
120	87	6.0%
90	52	3.6%
85	20	1.4%
80	58	4.0%
75	16	1.1%
70	60	4.1%
60	299	20.5%

MSZoning
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

RL	1151
RM	218
FV	65
RH	16
C (all)	10

Length

Max length	7
Median length	2
Mean length	2.0342466
Min length	2

Characters and Unicode

Total characters	2970
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RL
2nd row	RL
3rd row	RL
4th row	RL
5th row	RL

Common Values

Value	Count	Frequency (%)
RL	1151	78.8%
RM	218	14.9%
FV	65	4.5%
RH	16	1.1%
C (all)	10	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
rl	1151	78.3%
rm	218	14.8%
fv	65	4.4%
rh	16	1.1%
c	10	0.7%
all	10	0.7%

Most occurring characters

Value	Count	Frequency (%)
R	1385	46.6%
L	1151	38.8%
M	218	7.3%
F	65	2.2%
V	65	2.2%
l	20	0.7%
H	16	0.5%
C	10	0.3%
	10	0.3%
(	10	0.3%
Other values (2)	20	0.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2970	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
R	1385	46.6%
L	1151	38.8%
M	218	7.3%
F	65	2.2%
V	65	2.2%
l	20	0.7%
H	16	0.5%
C	10	0.3%
	10	0.3%
(	10	0.3%
Other values (2)	20	0.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2970	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
R	1385	46.6%
L	1151	38.8%
M	218	7.3%
F	65	2.2%
V	65	2.2%
l	20	0.7%
H	16	0.5%
C	10	0.3%
	10	0.3%
(	10	0.3%
Other values (2)	20	0.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2970	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
R	1385	46.6%
L	1151	38.8%
M	218	7.3%
F	65	2.2%
V	65	2.2%
l	20	0.7%
H	16	0.5%
C	10	0.3%
	10	0.3%
(	10	0.3%
Other values (2)	20	0.7%

LotFrontage
Real number (ℝ)

High correlation Missing

Distinct	110
Distinct (%)	9.2%
Missing	259
Missing (%)	17.7%
Infinite	0
Infinite (%)	0.0%
Mean	70.049958

Minimum	21
Maximum	313
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	21
5-th percentile	34
Q1	59
median	69
Q3	80
95-th percentile	107
Maximum	313
Range	292
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	24.284752
Coefficient of variation (CV)	0.3466776
Kurtosis	17.452867
Mean	70.049958
Median Absolute Deviation (MAD)	11
Skewness	2.1635691
Sum	84130
Variance	589.74917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	143	9.8%
70	70	4.8%
80	69	4.7%
50	57	3.9%
75	53	3.6%
65	44	3.0%
85	40	2.7%
78	25	1.7%
90	23	1.6%
21	23	1.6%
Other values (100)	654	44.8%
(Missing)	259	17.7%

Value	Count	Frequency (%)
21	23	1.6%
24	19	1.3%
30	6	0.4%
32	5	0.3%
33	1	0.1%
34	10	0.7%
35	9	0.6%
36	6	0.4%
37	5	0.3%
38	1	0.1%

Value	Count	Frequency (%)
313	2	0.1%
182	1	0.1%
174	2	0.1%
168	1	0.1%
160	1	0.1%
153	1	0.1%
152	1	0.1%
150	1	0.1%
149	1	0.1%
144	1	0.1%

LotArea
Real number (ℝ)

High correlation

Distinct	1073
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10516.828

Minimum	1300
Maximum	215245
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1300
5-th percentile	3311.7
Q1	7553.5
median	9478.5
Q3	11601.5
95-th percentile	17401.15
Maximum	215245
Range	213945
Interquartile range (IQR)	4048

Descriptive statistics

Standard deviation	9981.2649
Coefficient of variation (CV)	0.9490756
Kurtosis	203.24327
Mean	10516.828
Median Absolute Deviation (MAD)	1998
Skewness	12.207688
Sum	15354569
Variance	99625650
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7200	25	1.7%
9600	24	1.6%
6000	17	1.2%
9000	14	1.0%
8400	14	1.0%
10800	14	1.0%
1680	10	0.7%
7500	9	0.6%
9100	8	0.5%
8125	8	0.5%
Other values (1063)	1317	90.2%

Value	Count	Frequency (%)
1300	1	0.1%
1477	1	0.1%
1491	1	0.1%
1526	1	0.1%
1533	2	0.1%
1596	1	0.1%
1680	10	0.7%
1869	1	0.1%
1890	2	0.1%
1920	1	0.1%

Value	Count	Frequency (%)
215245	1	0.1%
164660	1	0.1%
159000	1	0.1%
115149	1	0.1%
70761	1	0.1%
63887	1	0.1%
57200	1	0.1%
53504	1	0.1%
53227	1	0.1%
53107	1	0.1%

Street
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

Pave	1454
Grvl	6

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	5840
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Pave
2nd row	Pave
3rd row	Pave
4th row	Pave
5th row	Pave

Common Values

Value	Count	Frequency (%)
Pave	1454	99.6%
Grvl	6	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pave	1454	99.6%
grvl	6	0.4%

Most occurring characters

Value	Count	Frequency (%)
v	1460	25.0%
P	1454	24.9%
a	1454	24.9%
e	1454	24.9%
G	6	0.1%
r	6	0.1%
l	6	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5840	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
v	1460	25.0%
P	1454	24.9%
a	1454	24.9%
e	1454	24.9%
G	6	0.1%
r	6	0.1%
l	6	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5840	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
v	1460	25.0%
P	1454	24.9%
a	1454	24.9%
e	1454	24.9%
G	6	0.1%
r	6	0.1%
l	6	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5840	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
v	1460	25.0%
P	1454	24.9%
a	1454	24.9%
e	1454	24.9%
G	6	0.1%
r	6	0.1%
l	6	0.1%

LotShape
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

Reg	925
IR1	484
IR2	41
IR3	10

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4380
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Reg
2nd row	Reg
3rd row	IR1
4th row	IR1
5th row	IR1

Common Values

Value	Count	Frequency (%)
Reg	925	63.4%
IR1	484	33.2%
IR2	41	2.8%
IR3	10	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
reg	925	63.4%
ir1	484	33.2%
ir2	41	2.8%
ir3	10	0.7%

Most occurring characters

Value	Count	Frequency (%)
R	1460	33.3%
e	925	21.1%
g	925	21.1%
I	535	12.2%
1	484	11.1%
2	41	0.9%
3	10	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4380	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
R	1460	33.3%
e	925	21.1%
g	925	21.1%
I	535	12.2%
1	484	11.1%
2	41	0.9%
3	10	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4380	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
R	1460	33.3%
e	925	21.1%
g	925	21.1%
I	535	12.2%
1	484	11.1%
2	41	0.9%
3	10	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4380	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
R	1460	33.3%
e	925	21.1%
g	925	21.1%
I	535	12.2%
1	484	11.1%
2	41	0.9%
3	10	0.2%

LandContour
Categorical

Imbalance

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

Lvl	1311
Bnk	63
HLS	50
Low	36

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4380
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Lvl
2nd row	Lvl
3rd row	Lvl
4th row	Lvl
5th row	Lvl

Common Values

Value	Count	Frequency (%)
Lvl	1311	89.8%
Bnk	63	4.3%
HLS	50	3.4%
Low	36	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
lvl	1311	89.8%
bnk	63	4.3%
hls	50	3.4%
low	36	2.5%

Most occurring characters

Value	Count	Frequency (%)
L	1397	31.9%
v	1311	29.9%
l	1311	29.9%
B	63	1.4%
n	63	1.4%
k	63	1.4%
H	50	1.1%
S	50	1.1%
o	36	0.8%
w	36	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4380	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	1397	31.9%
v	1311	29.9%
l	1311	29.9%
B	63	1.4%
n	63	1.4%
k	63	1.4%
H	50	1.1%
S	50	1.1%
o	36	0.8%
w	36	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4380	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	1397	31.9%
v	1311	29.9%
l	1311	29.9%
B	63	1.4%
n	63	1.4%
k	63	1.4%
H	50	1.1%
S	50	1.1%
o	36	0.8%
w	36	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4380	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	1397	31.9%
v	1311	29.9%
l	1311	29.9%
B	63	1.4%
n	63	1.4%
k	63	1.4%
H	50	1.1%
S	50	1.1%
o	36	0.8%
w	36	0.8%

Utilities
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

AllPub	1459
NoSeWa	1

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	8760
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	AllPub
2nd row	AllPub
3rd row	AllPub
4th row	AllPub
5th row	AllPub

Common Values

Value	Count	Frequency (%)
AllPub	1459	99.9%
NoSeWa	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
allpub	1459	99.9%
nosewa	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
l	2918	33.3%
A	1459	16.7%
P	1459	16.7%
u	1459	16.7%
b	1459	16.7%
N	1	< 0.1%
o	1	< 0.1%
S	1	< 0.1%
e	1	< 0.1%
W	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8760	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	2918	33.3%
A	1459	16.7%
P	1459	16.7%
u	1459	16.7%
b	1459	16.7%
N	1	< 0.1%
o	1	< 0.1%
S	1	< 0.1%
e	1	< 0.1%
W	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8760	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	2918	33.3%
A	1459	16.7%
P	1459	16.7%
u	1459	16.7%
b	1459	16.7%
N	1	< 0.1%
o	1	< 0.1%
S	1	< 0.1%
e	1	< 0.1%
W	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8760	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	2918	33.3%
A	1459	16.7%
P	1459	16.7%
u	1459	16.7%
b	1459	16.7%
N	1	< 0.1%
o	1	< 0.1%
S	1	< 0.1%
e	1	< 0.1%
W	1	< 0.1%

LotConfig
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

Inside	1052
Corner	263
CulDSac	94
FR2	47
FR3	4

Length

Max length	7
Median length	6
Mean length	5.959589
Min length	3

Characters and Unicode

Total characters	8701
Distinct characters	19
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Inside
2nd row	FR2
3rd row	Inside
4th row	Corner
5th row	FR2

Common Values

Value	Count	Frequency (%)
Inside	1052	72.1%
Corner	263	18.0%
CulDSac	94	6.4%
FR2	47	3.2%
FR3	4	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
inside	1052	72.1%
corner	263	18.0%
culdsac	94	6.4%
fr2	47	3.2%
fr3	4	0.3%

Most occurring characters

Value	Count	Frequency (%)
e	1315	15.1%
n	1315	15.1%
I	1052	12.1%
s	1052	12.1%
i	1052	12.1%
d	1052	12.1%
r	526	6.0%
C	357	4.1%
o	263	3.0%
S	94	1.1%
Other values (9)	623	7.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8701	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1315	15.1%
n	1315	15.1%
I	1052	12.1%
s	1052	12.1%
i	1052	12.1%
d	1052	12.1%
r	526	6.0%
C	357	4.1%
o	263	3.0%
S	94	1.1%
Other values (9)	623	7.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8701	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1315	15.1%
n	1315	15.1%
I	1052	12.1%
s	1052	12.1%
i	1052	12.1%
d	1052	12.1%
r	526	6.0%
C	357	4.1%
o	263	3.0%
S	94	1.1%
Other values (9)	623	7.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8701	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1315	15.1%
n	1315	15.1%
I	1052	12.1%
s	1052	12.1%
i	1052	12.1%
d	1052	12.1%
r	526	6.0%
C	357	4.1%
o	263	3.0%
S	94	1.1%
Other values (9)	623	7.2%

LandSlope
Categorical

Imbalance

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

Gtl	1382
Mod	65
Sev	13

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4380
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Gtl
2nd row	Gtl
3rd row	Gtl
4th row	Gtl
5th row	Gtl

Common Values

Value	Count	Frequency (%)
Gtl	1382	94.7%
Mod	65	4.5%
Sev	13	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
gtl	1382	94.7%
mod	65	4.5%
sev	13	0.9%

Most occurring characters

Value	Count	Frequency (%)
G	1382	31.6%
t	1382	31.6%
l	1382	31.6%
M	65	1.5%
o	65	1.5%
d	65	1.5%
S	13	0.3%
e	13	0.3%
v	13	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4380	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
G	1382	31.6%
t	1382	31.6%
l	1382	31.6%
M	65	1.5%
o	65	1.5%
d	65	1.5%
S	13	0.3%
e	13	0.3%
v	13	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4380	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
G	1382	31.6%
t	1382	31.6%
l	1382	31.6%
M	65	1.5%
o	65	1.5%
d	65	1.5%
S	13	0.3%
e	13	0.3%
v	13	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4380	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
G	1382	31.6%
t	1382	31.6%
l	1382	31.6%
M	65	1.5%
o	65	1.5%
d	65	1.5%
S	13	0.3%
e	13	0.3%
v	13	0.3%

Neighborhood
Categorical

High correlation

Distinct	25
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

NAmes	225
CollgCr	150
OldTown	113
Edwards	100
Somerst	86
Other values (20)	786

Length

Max length	7
Median length	7
Mean length	6.4945205
Min length	5

Characters and Unicode

Total characters	9482
Distinct characters	38
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CollgCr
2nd row	Veenker
3rd row	CollgCr
4th row	Crawfor
5th row	NoRidge

Common Values

Value	Count	Frequency (%)
NAmes	225	15.4%
CollgCr	150	10.3%
OldTown	113	7.7%
Edwards	100	6.8%
Somerst	86	5.9%
Gilbert	79	5.4%
NridgHt	77	5.3%
Sawyer	74	5.1%
NWAmes	73	5.0%
SawyerW	59	4.0%
Other values (15)	424	29.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
names	225	15.4%
collgcr	150	10.3%
oldtown	113	7.7%
edwards	100	6.8%
somerst	86	5.9%
gilbert	79	5.4%
nridght	77	5.3%
sawyer	74	5.1%
nwames	73	5.0%
sawyerw	59	4.0%
Other values (15)	424	29.0%

Most occurring characters

Value	Count	Frequency (%)
r	931	9.8%
e	905	9.5%
l	622	6.6%
d	506	5.3%
s	486	5.1%
o	483	5.1%
m	439	4.6%
N	425	4.5%
w	414	4.4%
C	407	4.3%
Other values (28)	3864	40.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9482	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	931	9.8%
e	905	9.5%
l	622	6.6%
d	506	5.3%
s	486	5.1%
o	483	5.1%
m	439	4.6%
N	425	4.5%
w	414	4.4%
C	407	4.3%
Other values (28)	3864	40.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9482	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	931	9.8%
e	905	9.5%
l	622	6.6%
d	506	5.3%
s	486	5.1%
o	483	5.1%
m	439	4.6%
N	425	4.5%
w	414	4.4%
C	407	4.3%
Other values (28)	3864	40.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9482	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	931	9.8%
e	905	9.5%
l	622	6.6%
d	506	5.3%
s	486	5.1%
o	483	5.1%
m	439	4.6%
N	425	4.5%
w	414	4.4%
C	407	4.3%
Other values (28)	3864	40.8%

Condition1
Categorical

Imbalance

Distinct	9
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

Norm	1260
Feedr	81
Artery	48
RRAn	26
PosN	19
Other values (4)	26

Length

Max length	6
Median length	4
Mean length	4.1212329
Min length	4

Characters and Unicode

Total characters	6017
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Norm
2nd row	Feedr
3rd row	Norm
4th row	Norm
5th row	Norm

Common Values

Value	Count	Frequency (%)
Norm	1260	86.3%
Feedr	81	5.5%
Artery	48	3.3%
RRAn	26	1.8%
PosN	19	1.3%
RRAe	11	0.8%
PosA	8	0.5%
RRNn	5	0.3%
RRNe	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
norm	1260	86.3%
feedr	81	5.5%
artery	48	3.3%
rran	26	1.8%
posn	19	1.3%
rrae	11	0.8%
posa	8	0.5%
rrnn	5	0.3%
rrne	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
r	1437	23.9%
o	1287	21.4%
N	1286	21.4%
m	1260	20.9%
e	223	3.7%
A	93	1.5%
R	88	1.5%
F	81	1.3%
d	81	1.3%
t	48	0.8%
Other values (4)	133	2.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6017	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	1437	23.9%
o	1287	21.4%
N	1286	21.4%
m	1260	20.9%
e	223	3.7%
A	93	1.5%
R	88	1.5%
F	81	1.3%
d	81	1.3%
t	48	0.8%
Other values (4)	133	2.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6017	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	1437	23.9%
o	1287	21.4%
N	1286	21.4%
m	1260	20.9%
e	223	3.7%
A	93	1.5%
R	88	1.5%
F	81	1.3%
d	81	1.3%
t	48	0.8%
Other values (4)	133	2.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6017	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	1437	23.9%
o	1287	21.4%
N	1286	21.4%
m	1260	20.9%
e	223	3.7%
A	93	1.5%
R	88	1.5%
F	81	1.3%
d	81	1.3%
t	48	0.8%
Other values (4)	133	2.2%

Condition2
Categorical

Imbalance

Distinct	8
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

Norm	1445
Feedr	6
Artery	2
RRNn	2
PosN	2
Other values (3)	3

Length

Max length	6
Median length	4
Mean length	4.0068493
Min length	4

Characters and Unicode

Total characters	5850
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.2%

Sample

1st row	Norm
2nd row	Norm
3rd row	Norm
4th row	Norm
5th row	Norm

Common Values

Value	Count	Frequency (%)
Norm	1445	99.0%
Feedr	6	0.4%
Artery	2	0.1%
RRNn	2	0.1%
PosN	2	0.1%
PosA	1	0.1%
RRAn	1	0.1%
RRAe	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
norm	1445	99.0%
feedr	6	0.4%
artery	2	0.1%
rrnn	2	0.1%
posn	2	0.1%
posa	1	0.1%
rran	1	0.1%
rrae	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
r	1455	24.9%
N	1449	24.8%
o	1448	24.8%
m	1445	24.7%
e	15	0.3%
R	8	0.1%
F	6	0.1%
d	6	0.1%
A	5	0.1%
n	3	0.1%
Other values (4)	10	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5850	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	1455	24.9%
N	1449	24.8%
o	1448	24.8%
m	1445	24.7%
e	15	0.3%
R	8	0.1%
F	6	0.1%
d	6	0.1%
A	5	0.1%
n	3	0.1%
Other values (4)	10	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5850	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	1455	24.9%
N	1449	24.8%
o	1448	24.8%
m	1445	24.7%
e	15	0.3%
R	8	0.1%
F	6	0.1%
d	6	0.1%
A	5	0.1%
n	3	0.1%
Other values (4)	10	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5850	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	1455	24.9%
N	1449	24.8%
o	1448	24.8%
m	1445	24.7%
e	15	0.3%
R	8	0.1%
F	6	0.1%
d	6	0.1%
A	5	0.1%
n	3	0.1%
Other values (4)	10	0.2%

BldgType
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

1Fam	1220
TwnhsE	114
Duplex	52
Twnhs	43
2fmCon	31

Length

Max length	6
Median length	4
Mean length	4.2993151
Min length	4

Characters and Unicode

Total characters	6277
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1Fam
2nd row	1Fam
3rd row	1Fam
4th row	1Fam
5th row	1Fam

Common Values

Value	Count	Frequency (%)
1Fam	1220	83.6%
TwnhsE	114	7.8%
Duplex	52	3.6%
Twnhs	43	2.9%
2fmCon	31	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1fam	1220	83.6%
twnhse	114	7.8%
duplex	52	3.6%
twnhs	43	2.9%
2fmcon	31	2.1%

Most occurring characters

Value	Count	Frequency (%)
m	1251	19.9%
1	1220	19.4%
a	1220	19.4%
F	1220	19.4%
n	188	3.0%
T	157	2.5%
w	157	2.5%
h	157	2.5%
s	157	2.5%
E	114	1.8%
Other values (10)	436	6.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6277	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
m	1251	19.9%
1	1220	19.4%
a	1220	19.4%
F	1220	19.4%
n	188	3.0%
T	157	2.5%
w	157	2.5%
h	157	2.5%
s	157	2.5%
E	114	1.8%
Other values (10)	436	6.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6277	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
m	1251	19.9%
1	1220	19.4%
a	1220	19.4%
F	1220	19.4%
n	188	3.0%
T	157	2.5%
w	157	2.5%
h	157	2.5%
s	157	2.5%
E	114	1.8%
Other values (10)	436	6.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6277	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
m	1251	19.9%
1	1220	19.4%
a	1220	19.4%
F	1220	19.4%
n	188	3.0%
T	157	2.5%
w	157	2.5%
h	157	2.5%
s	157	2.5%
E	114	1.8%
Other values (10)	436	6.9%

HouseStyle
Categorical

High correlation

Distinct	8
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

1Story	726
2Story	445
1.5Fin	154
SLvl	65
SFoyer	37
Other values (3)	33

Length

Max length	6
Median length	6
Mean length	5.9109589
Min length	4

Characters and Unicode

Total characters	8630
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2Story
2nd row	1Story
3rd row	2Story
4th row	2Story
5th row	2Story

Common Values

Value	Count	Frequency (%)
1Story	726	49.7%
2Story	445	30.5%
1.5Fin	154	10.5%
SLvl	65	4.5%
SFoyer	37	2.5%
1.5Unf	14	1.0%
2.5Unf	11	0.8%
2.5Fin	8	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1story	726	49.7%
2story	445	30.5%
1.5fin	154	10.5%
slvl	65	4.5%
sfoyer	37	2.5%
1.5unf	14	1.0%
2.5unf	11	0.8%
2.5fin	8	0.5%

Most occurring characters

Value	Count	Frequency (%)
S	1273	14.8%
o	1208	14.0%
r	1208	14.0%
y	1208	14.0%
t	1171	13.6%
1	894	10.4%
2	464	5.4%
F	199	2.3%
5	187	2.2%
.	187	2.2%
Other values (8)	631	7.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8630	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	1273	14.8%
o	1208	14.0%
r	1208	14.0%
y	1208	14.0%
t	1171	13.6%
1	894	10.4%
2	464	5.4%
F	199	2.3%
5	187	2.2%
.	187	2.2%
Other values (8)	631	7.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8630	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	1273	14.8%
o	1208	14.0%
r	1208	14.0%
y	1208	14.0%
t	1171	13.6%
1	894	10.4%
2	464	5.4%
F	199	2.3%
5	187	2.2%
.	187	2.2%
Other values (8)	631	7.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8630	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	1273	14.8%
o	1208	14.0%
r	1208	14.0%
y	1208	14.0%
t	1171	13.6%
1	894	10.4%
2	464	5.4%
F	199	2.3%
5	187	2.2%
.	187	2.2%
Other values (8)	631	7.3%

OverallQual
Real number (ℝ)

High correlation

Distinct	10
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.0993151

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	5
median	6
Q3	7
95-th percentile	8
Maximum	10
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3829965
Coefficient of variation (CV)	0.22674621
Kurtosis	0.096292778
Mean	6.0993151
Median Absolute Deviation (MAD)	1
Skewness	0.21694393
Sum	8905
Variance	1.9126794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	397	27.2%
6	374	25.6%
7	319	21.8%
8	168	11.5%
4	116	7.9%
9	43	2.9%
3	20	1.4%
10	18	1.2%
2	3	0.2%
1	2	0.1%

Value	Count	Frequency (%)
1	2	0.1%
2	3	0.2%
3	20	1.4%
4	116	7.9%
5	397	27.2%
6	374	25.6%
7	319	21.8%
8	168	11.5%
9	43	2.9%
10	18	1.2%

Value	Count	Frequency (%)
10	18	1.2%
9	43	2.9%
8	168	11.5%
7	319	21.8%
6	374	25.6%
5	397	27.2%
4	116	7.9%
3	20	1.4%
2	3	0.2%
1	2	0.1%

OverallCond
Real number (ℝ)

Distinct	9
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5753425

Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	5
median	5
Q3	6
95-th percentile	8
Maximum	9
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1127993
Coefficient of variation (CV)	0.199593
Kurtosis	1.1064135
Mean	5.5753425
Median Absolute Deviation (MAD)	0
Skewness	0.69306747
Sum	8140
Variance	1.2383224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
5	821	56.2%
6	252	17.3%
7	205	14.0%
8	72	4.9%
4	57	3.9%
3	25	1.7%
9	22	1.5%
2	5	0.3%
1	1	0.1%

Value	Count	Frequency (%)
1	1	0.1%
2	5	0.3%
3	25	1.7%
4	57	3.9%
5	821	56.2%
6	252	17.3%
7	205	14.0%
8	72	4.9%
9	22	1.5%

Value	Count	Frequency (%)
9	22	1.5%
8	72	4.9%
7	205	14.0%
6	252	17.3%
5	821	56.2%
4	57	3.9%
3	25	1.7%
2	5	0.3%
1	1	0.1%

YearBuilt
Real number (ℝ)

High correlation

Distinct	112
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1971.2678

Minimum	1872
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1872
5-th percentile	1916
Q1	1954
median	1973
Q3	2000
95-th percentile	2007
Maximum	2010
Range	138
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	30.202904
Coefficient of variation (CV)	0.015321563
Kurtosis	-0.43955194
Mean	1971.2678
Median Absolute Deviation (MAD)	25
Skewness	-0.61346117
Sum	2878051
Variance	912.21541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2006	67	4.6%
2005	64	4.4%
2004	54	3.7%
2007	49	3.4%
2003	45	3.1%
1976	33	2.3%
1977	32	2.2%
1920	30	2.1%
1959	26	1.8%
1998	25	1.7%
Other values (102)	1035	70.9%

Value	Count	Frequency (%)
1872	1	0.1%
1875	1	0.1%
1880	4	0.3%
1882	1	0.1%
1885	2	0.1%
1890	2	0.1%
1892	2	0.1%
1893	1	0.1%
1898	1	0.1%
1900	10	0.7%

Value	Count	Frequency (%)
2010	1	0.1%
2009	18	1.2%
2008	23	1.6%
2007	49	3.4%
2006	67	4.6%
2005	64	4.4%
2004	54	3.7%
2003	45	3.1%
2002	23	1.6%
2001	20	1.4%

YearRemodAdd
Real number (ℝ)

High correlation

Distinct	61
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1984.8658

Minimum	1950
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	1950
5-th percentile	1950
Q1	1967
median	1994
Q3	2004
95-th percentile	2007
Maximum	2010
Range	60
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	20.645407
Coefficient of variation (CV)	0.010401412
Kurtosis	-1.2722452
Mean	1984.8658
Median Absolute Deviation (MAD)	13
Skewness	-0.503562
Sum	2897904
Variance	426.23282
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1950	178	12.2%
2006	97	6.6%
2007	76	5.2%
2005	73	5.0%
2004	62	4.2%
2000	55	3.8%
2003	51	3.5%
2002	48	3.3%
2008	40	2.7%
1996	36	2.5%
Other values (51)	744	51.0%

Value	Count	Frequency (%)
1950	178	12.2%
1951	4	0.3%
1952	5	0.3%
1953	10	0.7%
1954	14	1.0%
1955	9	0.6%
1956	10	0.7%
1957	9	0.6%
1958	15	1.0%
1959	18	1.2%

Value	Count	Frequency (%)
2010	6	0.4%
2009	23	1.6%
2008	40	2.7%
2007	76	5.2%
2006	97	6.6%
2005	73	5.0%
2004	62	4.2%
2003	51	3.5%
2002	48	3.3%
2001	21	1.4%

RoofStyle
Categorical

Imbalance

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

Gable	1141
Hip	286
Flat	13
Gambrel	11
Mansard	7

Length

Max length	7
Median length	5
Mean length	4.6226027
Min length	3

Characters and Unicode

Total characters	6749
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Gable
2nd row	Gable
3rd row	Gable
4th row	Gable
5th row	Gable

Common Values

Value	Count	Frequency (%)
Gable	1141	78.2%
Hip	286	19.6%
Flat	13	0.9%
Gambrel	11	0.8%
Mansard	7	0.5%
Shed	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
gable	1141	78.2%
hip	286	19.6%
flat	13	0.9%
gambrel	11	0.8%
mansard	7	0.5%
shed	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
a	1179	17.5%
l	1165	17.3%
e	1154	17.1%
G	1152	17.1%
b	1152	17.1%
H	286	4.2%
i	286	4.2%
p	286	4.2%
r	18	0.3%
t	13	0.2%
Other values (8)	58	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	6749	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	1179	17.5%
l	1165	17.3%
e	1154	17.1%
G	1152	17.1%
b	1152	17.1%
H	286	4.2%
i	286	4.2%
p	286	4.2%
r	18	0.3%
t	13	0.2%
Other values (8)	58	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	6749	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	1179	17.5%
l	1165	17.3%
e	1154	17.1%
G	1152	17.1%
b	1152	17.1%
H	286	4.2%
i	286	4.2%
p	286	4.2%
r	18	0.3%
t	13	0.2%
Other values (8)	58	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	6749	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	1179	17.5%
l	1165	17.3%
e	1154	17.1%
G	1152	17.1%
b	1152	17.1%
H	286	4.2%
i	286	4.2%
p	286	4.2%
r	18	0.3%
t	13	0.2%
Other values (8)	58	0.9%

RoofMatl
Categorical

Imbalance

Distinct	8
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

CompShg	1434
Tar&Grv	11
WdShngl	6
WdShake	5
Metal	1
Other values (3)	3

Length

Max length	7
Median length	7
Mean length	6.9965753
Min length	4

Characters and Unicode

Total characters	10215
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	0.3%

Sample

1st row	CompShg
2nd row	CompShg
3rd row	CompShg
4th row	CompShg
5th row	CompShg

Common Values

Value	Count	Frequency (%)
CompShg	1434	98.2%
Tar&Grv	11	0.8%
WdShngl	6	0.4%
WdShake	5	0.3%
Metal	1	0.1%
Membran	1	0.1%
Roll	1	0.1%
ClyTile	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
compshg	1434	98.2%
tar&grv	11	0.8%
wdshngl	6	0.4%
wdshake	5	0.3%
metal	1	0.1%
membran	1	0.1%
roll	1	0.1%
clytile	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
S	1445	14.1%
h	1445	14.1%
g	1440	14.1%
C	1435	14.0%
m	1435	14.0%
o	1435	14.0%
p	1434	14.0%
r	23	0.2%
a	18	0.2%
T	12	0.1%
Other values (15)	93	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10215	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	1445	14.1%
h	1445	14.1%
g	1440	14.1%
C	1435	14.0%
m	1435	14.0%
o	1435	14.0%
p	1434	14.0%
r	23	0.2%
a	18	0.2%
T	12	0.1%
Other values (15)	93	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10215	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	1445	14.1%
h	1445	14.1%
g	1440	14.1%
C	1435	14.0%
m	1435	14.0%
o	1435	14.0%
p	1434	14.0%
r	23	0.2%
a	18	0.2%
T	12	0.1%
Other values (15)	93	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10215	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	1445	14.1%
h	1445	14.1%
g	1440	14.1%
C	1435	14.0%
m	1435	14.0%
o	1435	14.0%
p	1434	14.0%
r	23	0.2%
a	18	0.2%
T	12	0.1%
Other values (15)	93	0.9%

Exterior1st
Categorical

High correlation

Distinct	15
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

VinylSd	515
HdBoard	222
MetalSd	220
Wd Sdng	206
Plywood	108
Other values (10)	189

Length

Max length	7
Median length	7
Mean length	6.9794521
Min length	5

Characters and Unicode

Total characters	10190
Distinct characters	32
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	0.2%

Sample

1st row	VinylSd
2nd row	MetalSd
3rd row	VinylSd
4th row	Wd Sdng
5th row	VinylSd

Common Values

Value	Count	Frequency (%)
VinylSd	515	35.3%
HdBoard	222	15.2%
MetalSd	220	15.1%
Wd Sdng	206	14.1%
Plywood	108	7.4%
CemntBd	61	4.2%
BrkFace	50	3.4%
WdShing	26	1.8%
Stucco	25	1.7%
AsbShng	20	1.4%
Other values (5)	7	0.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
vinylsd	515	30.9%
hdboard	222	13.3%
metalsd	220	13.2%
wd	206	12.4%
sdng	206	12.4%
plywood	108	6.5%
cemntbd	61	3.7%
brkface	50	3.0%
wdshing	26	1.6%
stucco	25	1.5%
Other values (6)	27	1.6%

Most occurring characters

Value	Count	Frequency (%)
d	1786	17.5%
S	1016	10.0%
l	844	8.3%
n	831	8.2%
y	623	6.1%
i	541	5.3%
V	515	5.1%
a	492	4.8%
o	468	4.6%
B	336	3.3%
Other values (22)	2738	26.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10190	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	1786	17.5%
S	1016	10.0%
l	844	8.3%
n	831	8.2%
y	623	6.1%
i	541	5.3%
V	515	5.1%
a	492	4.8%
o	468	4.6%
B	336	3.3%
Other values (22)	2738	26.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10190	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	1786	17.5%
S	1016	10.0%
l	844	8.3%
n	831	8.2%
y	623	6.1%
i	541	5.3%
V	515	5.1%
a	492	4.8%
o	468	4.6%
B	336	3.3%
Other values (22)	2738	26.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10190	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	1786	17.5%
S	1016	10.0%
l	844	8.3%
n	831	8.2%
y	623	6.1%
i	541	5.3%
V	515	5.1%
a	492	4.8%
o	468	4.6%
B	336	3.3%
Other values (22)	2738	26.9%

Exterior2nd
Categorical

High correlation

Distinct	16
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

VinylSd	504
MetalSd	214
HdBoard	207
Wd Sdng	197
Plywood	142
Other values (11)	196

Length

Max length	7
Median length	7
Mean length	6.9732877
Min length	5

Characters and Unicode

Total characters	10181
Distinct characters	33
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.1%

Sample

1st row	VinylSd
2nd row	MetalSd
3rd row	VinylSd
4th row	Wd Shng
5th row	VinylSd

Common Values

Value	Count	Frequency (%)
VinylSd	504	34.5%
MetalSd	214	14.7%
HdBoard	207	14.2%
Wd Sdng	197	13.5%
Plywood	142	9.7%
CmentBd	60	4.1%
Wd Shng	38	2.6%
Stucco	26	1.8%
BrkFace	25	1.7%
AsbShng	20	1.4%
Other values (6)	27	1.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
vinylsd	504	29.6%
wd	235	13.8%
metalsd	214	12.6%
hdboard	207	12.2%
sdng	197	11.6%
plywood	142	8.3%
cmentbd	60	3.5%
shng	38	2.2%
stucco	26	1.5%
brkface	25	1.5%
Other values (8)	54	3.2%

Most occurring characters

Value	Count	Frequency (%)
d	1766	17.3%
S	1017	10.0%
l	861	8.5%
n	834	8.2%
y	646	6.3%
o	523	5.1%
V	504	5.0%
i	504	5.0%
a	446	4.4%
t	316	3.1%
Other values (23)	2764	27.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10181	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	1766	17.3%
S	1017	10.0%
l	861	8.5%
n	834	8.2%
y	646	6.3%
o	523	5.1%
V	504	5.0%
i	504	5.0%
a	446	4.4%
t	316	3.1%
Other values (23)	2764	27.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10181	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	1766	17.3%
S	1017	10.0%
l	861	8.5%
n	834	8.2%
y	646	6.3%
o	523	5.1%
V	504	5.0%
i	504	5.0%
a	446	4.4%
t	316	3.1%
Other values (23)	2764	27.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10181	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	1766	17.3%
S	1017	10.0%
l	861	8.5%
n	834	8.2%
y	646	6.3%
o	523	5.1%
V	504	5.0%
i	504	5.0%
a	446	4.4%
t	316	3.1%
Other values (23)	2764	27.1%

MasVnrArea
Real number (ℝ)

Zeros

Distinct	327
Distinct (%)	22.5%
Missing	8
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	103.68526

Minimum	0
Maximum	1600
Zeros	861
Zeros (%)	59.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	166
95-th percentile	456
Maximum	1600
Range	1600
Interquartile range (IQR)	166

Descriptive statistics

Standard deviation	181.06621
Coefficient of variation (CV)	1.7463061
Kurtosis	10.082417
Mean	103.68526
Median Absolute Deviation (MAD)	0
Skewness	2.6690842
Sum	150551
Variance	32784.971
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	861	59.0%
72	8	0.5%
108	8	0.5%
180	8	0.5%
120	7	0.5%
16	7	0.5%
340	6	0.4%
106	6	0.4%
80	6	0.4%
200	6	0.4%
Other values (317)	529	36.2%
(Missing)	8	0.5%

Value	Count	Frequency (%)
0	861	59.0%
1	2	0.1%
11	1	0.1%
14	1	0.1%
16	7	0.5%
18	2	0.1%
22	1	0.1%
24	1	0.1%
27	1	0.1%
28	1	0.1%

Value	Count	Frequency (%)
1600	1	0.1%
1378	1	0.1%
1170	1	0.1%
1129	1	0.1%
1115	1	0.1%
1047	1	0.1%
1031	1	0.1%
975	1	0.1%
922	1	0.1%
921	1	0.1%

ExterQual
Categorical

High correlation

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

TA	906
Gd	488
Ex	52
Fa	14

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2920
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Gd
2nd row	TA
3rd row	Gd
4th row	TA
5th row	Gd

Common Values

Value	Count	Frequency (%)
TA	906	62.1%
Gd	488	33.4%
Ex	52	3.6%
Fa	14	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta	906	62.1%
gd	488	33.4%
ex	52	3.6%
fa	14	1.0%

Most occurring characters

Value	Count	Frequency (%)
T	906	31.0%
A	906	31.0%
G	488	16.7%
d	488	16.7%
E	52	1.8%
x	52	1.8%
F	14	0.5%
a	14	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2920	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	906	31.0%
A	906	31.0%
G	488	16.7%
d	488	16.7%
E	52	1.8%
x	52	1.8%
F	14	0.5%
a	14	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2920	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	906	31.0%
A	906	31.0%
G	488	16.7%
d	488	16.7%
E	52	1.8%
x	52	1.8%
F	14	0.5%
a	14	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2920	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	906	31.0%
A	906	31.0%
G	488	16.7%
d	488	16.7%
E	52	1.8%
x	52	1.8%
F	14	0.5%
a	14	0.5%

ExterCond
Categorical

Imbalance

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

TA	1282
Gd	146
Fa	28
Ex	3
Po	1

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2920
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	TA
2nd row	TA
3rd row	TA
4th row	TA
5th row	TA

Common Values

Value	Count	Frequency (%)
TA	1282	87.8%
Gd	146	10.0%
Fa	28	1.9%
Ex	3	0.2%
Po	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta	1282	87.8%
gd	146	10.0%
fa	28	1.9%
ex	3	0.2%
po	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
T	1282	43.9%
A	1282	43.9%
G	146	5.0%
d	146	5.0%
F	28	1.0%
a	28	1.0%
E	3	0.1%
x	3	0.1%
P	1	< 0.1%
o	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2920	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	1282	43.9%
A	1282	43.9%
G	146	5.0%
d	146	5.0%
F	28	1.0%
a	28	1.0%
E	3	0.1%
x	3	0.1%
P	1	< 0.1%
o	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2920	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	1282	43.9%
A	1282	43.9%
G	146	5.0%
d	146	5.0%
F	28	1.0%
a	28	1.0%
E	3	0.1%
x	3	0.1%
P	1	< 0.1%
o	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2920	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	1282	43.9%
A	1282	43.9%
G	146	5.0%
d	146	5.0%
F	28	1.0%
a	28	1.0%
E	3	0.1%
x	3	0.1%
P	1	< 0.1%
o	1	< 0.1%

Foundation
Categorical

High correlation

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

PConc	647
CBlock	634
BrkTil	146
Slab	24
Stone	6

Length

Max length	6
Median length	6
Mean length	5.5157534
Min length	4

Characters and Unicode

Total characters	8053
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PConc
2nd row	CBlock
3rd row	PConc
4th row	BrkTil
5th row	PConc

Common Values

Value	Count	Frequency (%)
PConc	647	44.3%
CBlock	634	43.4%
BrkTil	146	10.0%
Slab	24	1.6%
Stone	6	0.4%
Wood	3	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pconc	647	44.3%
cblock	634	43.4%
brktil	146	10.0%
slab	24	1.6%
stone	6	0.4%
wood	3	0.2%

Most occurring characters

Value	Count	Frequency (%)
o	1293	16.1%
C	1281	15.9%
c	1281	15.9%
l	804	10.0%
B	780	9.7%
k	780	9.7%
n	653	8.1%
P	647	8.0%
i	146	1.8%
T	146	1.8%
Other values (8)	242	3.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8053	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	1293	16.1%
C	1281	15.9%
c	1281	15.9%
l	804	10.0%
B	780	9.7%
k	780	9.7%
n	653	8.1%
P	647	8.0%
i	146	1.8%
T	146	1.8%
Other values (8)	242	3.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8053	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	1293	16.1%
C	1281	15.9%
c	1281	15.9%
l	804	10.0%
B	780	9.7%
k	780	9.7%
n	653	8.1%
P	647	8.0%
i	146	1.8%
T	146	1.8%
Other values (8)	242	3.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8053	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	1293	16.1%
C	1281	15.9%
c	1281	15.9%
l	804	10.0%
B	780	9.7%
k	780	9.7%
n	653	8.1%
P	647	8.0%
i	146	1.8%
T	146	1.8%
Other values (8)	242	3.0%

BsmtQual
Categorical

High correlation Missing

Distinct	4
Distinct (%)	0.3%
Missing	37
Missing (%)	2.5%
Memory size	11.5 KiB

TA	649
Gd	618
Ex	121
Fa	35

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2846
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Gd
2nd row	Gd
3rd row	Gd
4th row	TA
5th row	Gd

Common Values

Value	Count	Frequency (%)
TA	649	44.5%
Gd	618	42.3%
Ex	121	8.3%
Fa	35	2.4%
(Missing)	37	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta	649	45.6%
gd	618	43.4%
ex	121	8.5%
fa	35	2.5%

Most occurring characters

Value	Count	Frequency (%)
T	649	22.8%
A	649	22.8%
G	618	21.7%
d	618	21.7%
E	121	4.3%
x	121	4.3%
F	35	1.2%
a	35	1.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2846	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	649	22.8%
A	649	22.8%
G	618	21.7%
d	618	21.7%
E	121	4.3%
x	121	4.3%
F	35	1.2%
a	35	1.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2846	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	649	22.8%
A	649	22.8%
G	618	21.7%
d	618	21.7%
E	121	4.3%
x	121	4.3%
F	35	1.2%
a	35	1.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2846	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	649	22.8%
A	649	22.8%
G	618	21.7%
d	618	21.7%
E	121	4.3%
x	121	4.3%
F	35	1.2%
a	35	1.2%

BsmtCond
Categorical

Imbalance Missing

Distinct	4
Distinct (%)	0.3%
Missing	37
Missing (%)	2.5%
Memory size	11.5 KiB

TA	1311
Gd	65
Fa	45
Po	2

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2846
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TA
2nd row	TA
3rd row	TA
4th row	Gd
5th row	TA

Common Values

Value	Count	Frequency (%)
TA	1311	89.8%
Gd	65	4.5%
Fa	45	3.1%
Po	2	0.1%
(Missing)	37	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ta	1311	92.1%
gd	65	4.6%
fa	45	3.2%
po	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
T	1311	46.1%
A	1311	46.1%
G	65	2.3%
d	65	2.3%
F	45	1.6%
a	45	1.6%
P	2	0.1%
o	2	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2846	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
T	1311	46.1%
A	1311	46.1%
G	65	2.3%
d	65	2.3%
F	45	1.6%
a	45	1.6%
P	2	0.1%
o	2	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2846	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
T	1311	46.1%
A	1311	46.1%
G	65	2.3%
d	65	2.3%
F	45	1.6%
a	45	1.6%
P	2	0.1%
o	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2846	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
T	1311	46.1%
A	1311	46.1%
G	65	2.3%
d	65	2.3%
F	45	1.6%
a	45	1.6%
P	2	0.1%
o	2	0.1%

BsmtExposure
Categorical

Missing

Distinct	4
Distinct (%)	0.3%
Missing	38
Missing (%)	2.6%
Memory size	11.5 KiB

No	953
Av	221
Gd	134
Mn	114

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2844
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	No
2nd row	Gd
3rd row	Mn
4th row	No
5th row	Av

Common Values

Value	Count	Frequency (%)
No	953	65.3%
Av	221	15.1%
Gd	134	9.2%
Mn	114	7.8%
(Missing)	38	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	953	67.0%
av	221	15.5%
gd	134	9.4%
mn	114	8.0%

Most occurring characters

Value	Count	Frequency (%)
N	953	33.5%
o	953	33.5%
A	221	7.8%
v	221	7.8%
G	134	4.7%
d	134	4.7%
M	114	4.0%
n	114	4.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2844	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	953	33.5%
o	953	33.5%
A	221	7.8%
v	221	7.8%
G	134	4.7%
d	134	4.7%
M	114	4.0%
n	114	4.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2844	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	953	33.5%
o	953	33.5%
A	221	7.8%
v	221	7.8%
G	134	4.7%
d	134	4.7%
M	114	4.0%
n	114	4.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2844	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	953	33.5%
o	953	33.5%
A	221	7.8%
v	221	7.8%
G	134	4.7%
d	134	4.7%
M	114	4.0%
n	114	4.0%

BsmtFinType1
Categorical

Missing

Distinct	6
Distinct (%)	0.4%
Missing	37
Missing (%)	2.5%
Memory size	11.5 KiB

Unf	430
GLQ	418
ALQ	220
BLQ	148
Rec	133

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4269
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	GLQ
2nd row	ALQ
3rd row	GLQ
4th row	ALQ
5th row	GLQ

Common Values

Value	Count	Frequency (%)
Unf	430	29.5%
GLQ	418	28.6%
ALQ	220	15.1%
BLQ	148	10.1%
Rec	133	9.1%
LwQ	74	5.1%
(Missing)	37	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
unf	430	30.2%
glq	418	29.4%
alq	220	15.5%
blq	148	10.4%
rec	133	9.3%
lwq	74	5.2%

Most occurring characters

Value	Count	Frequency (%)
L	860	20.1%
Q	860	20.1%
U	430	10.1%
n	430	10.1%
f	430	10.1%
G	418	9.8%
A	220	5.2%
B	148	3.5%
R	133	3.1%
e	133	3.1%
Other values (2)	207	4.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4269	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	860	20.1%
Q	860	20.1%
U	430	10.1%
n	430	10.1%
f	430	10.1%
G	418	9.8%
A	220	5.2%
B	148	3.5%
R	133	3.1%
e	133	3.1%
Other values (2)	207	4.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4269	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	860	20.1%
Q	860	20.1%
U	430	10.1%
n	430	10.1%
f	430	10.1%
G	418	9.8%
A	220	5.2%
B	148	3.5%
R	133	3.1%
e	133	3.1%
Other values (2)	207	4.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4269	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	860	20.1%
Q	860	20.1%
U	430	10.1%
n	430	10.1%
f	430	10.1%
G	418	9.8%
A	220	5.2%
B	148	3.5%
R	133	3.1%
e	133	3.1%
Other values (2)	207	4.8%

BsmtFinSF1
Real number (ℝ)

High correlation Zeros

Distinct	637
Distinct (%)	43.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	443.63973

Minimum	0
Maximum	5644
Zeros	467
Zeros (%)	32.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	383.5
Q3	712.25
95-th percentile	1274
Maximum	5644
Range	5644
Interquartile range (IQR)	712.25

Descriptive statistics

Standard deviation	456.09809
Coefficient of variation (CV)	1.0280822
Kurtosis	11.118236
Mean	443.63973
Median Absolute Deviation (MAD)	383.5
Skewness	1.6855031
Sum	647714
Variance	208025.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	467	32.0%
24	12	0.8%
16	9	0.6%
686	5	0.3%
662	5	0.3%
20	5	0.3%
936	5	0.3%
616	5	0.3%
560	4	0.3%
553	4	0.3%
Other values (627)	939	64.3%

Value	Count	Frequency (%)
0	467	32.0%
2	1	0.1%
16	9	0.6%
20	5	0.3%
24	12	0.8%
25	1	0.1%
27	1	0.1%
28	3	0.2%
33	1	0.1%
35	1	0.1%

Value	Count	Frequency (%)
5644	1	0.1%
2260	1	0.1%
2188	1	0.1%
2096	1	0.1%
1904	1	0.1%
1880	1	0.1%
1810	1	0.1%
1767	1	0.1%
1721	1	0.1%
1696	1	0.1%

BsmtFinType2
Categorical

Imbalance Missing

Distinct	6
Distinct (%)	0.4%
Missing	38
Missing (%)	2.6%
Memory size	11.5 KiB

Unf	1256
Rec	54
LwQ	46
BLQ	33
ALQ	19

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	4266
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Unf
2nd row	Unf
3rd row	Unf
4th row	Unf
5th row	Unf

Common Values

Value	Count	Frequency (%)
Unf	1256	86.0%
Rec	54	3.7%
LwQ	46	3.2%
BLQ	33	2.3%
ALQ	19	1.3%
GLQ	14	1.0%
(Missing)	38	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
unf	1256	88.3%
rec	54	3.8%
lwq	46	3.2%
blq	33	2.3%
alq	19	1.3%
glq	14	1.0%

Most occurring characters

Value	Count	Frequency (%)
U	1256	29.4%
n	1256	29.4%
f	1256	29.4%
L	112	2.6%
Q	112	2.6%
R	54	1.3%
e	54	1.3%
c	54	1.3%
w	46	1.1%
B	33	0.8%
Other values (2)	33	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	4266	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
U	1256	29.4%
n	1256	29.4%
f	1256	29.4%
L	112	2.6%
Q	112	2.6%
R	54	1.3%
e	54	1.3%
c	54	1.3%
w	46	1.1%
B	33	0.8%
Other values (2)	33	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	4266	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
U	1256	29.4%
n	1256	29.4%
f	1256	29.4%
L	112	2.6%
Q	112	2.6%
R	54	1.3%
e	54	1.3%
c	54	1.3%
w	46	1.1%
B	33	0.8%
Other values (2)	33	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	4266	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
U	1256	29.4%
n	1256	29.4%
f	1256	29.4%
L	112	2.6%
Q	112	2.6%
R	54	1.3%
e	54	1.3%
c	54	1.3%
w	46	1.1%
B	33	0.8%
Other values (2)	33	0.8%

BsmtFinSF2
Real number (ℝ)

Zeros

Distinct	144
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.549315

Minimum	0
Maximum	1474
Zeros	1293
Zeros (%)	88.6%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	396.2
Maximum	1474
Range	1474
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	161.31927
Coefficient of variation (CV)	3.4655563
Kurtosis	20.113338
Mean	46.549315
Median Absolute Deviation (MAD)	0
Skewness	4.2552611
Sum	67962
Variance	26023.908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1293	88.6%
180	5	0.3%
374	3	0.2%
551	2	0.1%
147	2	0.1%
294	2	0.1%
391	2	0.1%
539	2	0.1%
96	2	0.1%
480	2	0.1%
Other values (134)	145	9.9%

Value	Count	Frequency (%)
0	1293	88.6%
28	1	0.1%
32	1	0.1%
35	1	0.1%
40	1	0.1%
41	2	0.1%
64	2	0.1%
68	1	0.1%
80	1	0.1%
81	1	0.1%

Value	Count	Frequency (%)
1474	1	0.1%
1127	1	0.1%
1120	1	0.1%
1085	1	0.1%
1080	1	0.1%
1063	1	0.1%
1061	1	0.1%
1057	1	0.1%
1031	1	0.1%
1029	1	0.1%

BsmtUnfSF
Real number (ℝ)

High correlation Zeros

Distinct	780
Distinct (%)	53.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	567.24041

Minimum	0
Maximum	2336
Zeros	118
Zeros (%)	8.1%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	223
median	477.5
Q3	808
95-th percentile	1468
Maximum	2336
Range	2336
Interquartile range (IQR)	585

Descriptive statistics

Standard deviation	441.86696
Coefficient of variation (CV)	0.77897651
Kurtosis	0.47499399
Mean	567.24041
Median Absolute Deviation (MAD)	288
Skewness	0.92026845
Sum	828171
Variance	195246.41
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	118	8.1%
728	9	0.6%
384	8	0.5%
600	7	0.5%
300	7	0.5%
572	7	0.5%
270	6	0.4%
625	6	0.4%
672	6	0.4%
440	6	0.4%
Other values (770)	1280	87.7%

Value	Count	Frequency (%)
0	118	8.1%
14	1	0.1%
15	1	0.1%
23	2	0.1%
26	1	0.1%
29	1	0.1%
30	1	0.1%
32	2	0.1%
35	1	0.1%
36	4	0.3%

Value	Count	Frequency (%)
2336	1	0.1%
2153	1	0.1%
2121	1	0.1%
2046	1	0.1%
2042	1	0.1%
2002	1	0.1%
1969	1	0.1%
1935	1	0.1%
1926	1	0.1%
1907	1	0.1%

TotalBsmtSF
Real number (ℝ)

High correlation Zeros

Distinct	721
Distinct (%)	49.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1057.4295

Minimum	0
Maximum	6110
Zeros	37
Zeros (%)	2.5%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	519.3
Q1	795.75
median	991.5
Q3	1298.25
95-th percentile	1753
Maximum	6110
Range	6110
Interquartile range (IQR)	502.5

Descriptive statistics

Standard deviation	438.70532
Coefficient of variation (CV)	0.41487905
Kurtosis	13.250483
Mean	1057.4295
Median Absolute Deviation (MAD)	234.5
Skewness	1.5242545
Sum	1543847
Variance	192462.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37	2.5%
864	35	2.4%
672	17	1.2%
912	15	1.0%
1040	14	1.0%
816	13	0.9%
768	12	0.8%
728	12	0.8%
894	11	0.8%
780	11	0.8%
Other values (711)	1283	87.9%

Value	Count	Frequency (%)
0	37	2.5%
105	1	0.1%
190	1	0.1%
264	3	0.2%
270	1	0.1%
290	1	0.1%
319	1	0.1%
360	1	0.1%
372	1	0.1%
384	7	0.5%

Value	Count	Frequency (%)
6110	1	0.1%
3206	1	0.1%
3200	1	0.1%
3138	1	0.1%
3094	1	0.1%
2633	1	0.1%
2524	1	0.1%
2444	1	0.1%
2396	1	0.1%
2392	1	0.1%

Heating
Categorical

Imbalance

Distinct	6
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

GasA	1428
GasW	18
Grav	7
Wall	4
OthW	2

Length

Max length	5
Median length	4
Mean length	4.0006849
Min length	4

Characters and Unicode

Total characters	5841
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	GasA
2nd row	GasA
3rd row	GasA
4th row	GasA
5th row	GasA

Common Values

Value	Count	Frequency (%)
GasA	1428	97.8%
GasW	18	1.2%
Grav	7	0.5%
Wall	4	0.3%
OthW	2	0.1%
Floor	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
gasa	1428	97.8%
gasw	18	1.2%
grav	7	0.5%
wall	4	0.3%
othw	2	0.1%
floor	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
a	1457	24.9%
G	1453	24.9%
s	1446	24.8%
A	1428	24.4%
W	24	0.4%
l	9	0.2%
r	8	0.1%
v	7	0.1%
O	2	< 0.1%
t	2	< 0.1%
Other values (3)	5	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5841	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	1457	24.9%
G	1453	24.9%
s	1446	24.8%
A	1428	24.4%
W	24	0.4%
l	9	0.2%
r	8	0.1%
v	7	0.1%
O	2	< 0.1%
t	2	< 0.1%
Other values (3)	5	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5841	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	1457	24.9%
G	1453	24.9%
s	1446	24.8%
A	1428	24.4%
W	24	0.4%
l	9	0.2%
r	8	0.1%
v	7	0.1%
O	2	< 0.1%
t	2	< 0.1%
Other values (3)	5	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5841	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	1457	24.9%
G	1453	24.9%
s	1446	24.8%
A	1428	24.4%
W	24	0.4%
l	9	0.2%
r	8	0.1%
v	7	0.1%
O	2	< 0.1%
t	2	< 0.1%
Other values (3)	5	0.1%

HeatingQC
Categorical

Distinct	5
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

Ex	741
TA	428
Gd	241
Fa	49
Po	1

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	2920
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	Ex
2nd row	Ex
3rd row	Ex
4th row	Gd
5th row	Ex

Common Values

Value	Count	Frequency (%)
Ex	741	50.8%
TA	428	29.3%
Gd	241	16.5%
Fa	49	3.4%
Po	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ex	741	50.8%
ta	428	29.3%
gd	241	16.5%
fa	49	3.4%
po	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
E	741	25.4%
x	741	25.4%
T	428	14.7%
A	428	14.7%
G	241	8.3%
d	241	8.3%
F	49	1.7%
a	49	1.7%
P	1	< 0.1%
o	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2920	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	741	25.4%
x	741	25.4%
T	428	14.7%
A	428	14.7%
G	241	8.3%
d	241	8.3%
F	49	1.7%
a	49	1.7%
P	1	< 0.1%
o	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2920	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	741	25.4%
x	741	25.4%
T	428	14.7%
A	428	14.7%
G	241	8.3%
d	241	8.3%
F	49	1.7%
a	49	1.7%
P	1	< 0.1%
o	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2920	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	741	25.4%
x	741	25.4%
T	428	14.7%
A	428	14.7%
G	241	8.3%
d	241	8.3%
F	49	1.7%
a	49	1.7%
P	1	< 0.1%
o	1	< 0.1%

CentralAir
Boolean

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 KiB

True	1365
False	95

Value	Count	Frequency (%)
True	1365	93.5%
False	95	6.5%

Electrical
Categorical

Imbalance

Distinct	5
Distinct (%)	0.3%
Missing	1
Missing (%)	0.1%
Memory size	11.5 KiB

SBrkr	1334
FuseA	94
FuseF	27
FuseP	3
Mix	1

Length

Max length	5
Median length	5
Mean length	4.9986292
Min length	3

Characters and Unicode

Total characters	7293
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	SBrkr
2nd row	SBrkr
3rd row	SBrkr
4th row	SBrkr
5th row	SBrkr

Common Values

Value	Count	Frequency (%)
SBrkr	1334	91.4%
FuseA	94	6.4%
FuseF	27	1.8%
FuseP	3	0.2%
Mix	1	0.1%
(Missing)	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sbrkr	1334	91.4%
fusea	94	6.4%
fusef	27	1.9%
fusep	3	0.2%
mix	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
r	2668	36.6%
S	1334	18.3%
B	1334	18.3%
k	1334	18.3%
F	151	2.1%
u	124	1.7%
s	124	1.7%
e	124	1.7%
A	94	1.3%
P	3	< 0.1%
Other values (3)	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7293	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	2668	36.6%
S	1334	18.3%
B	1334	18.3%
k	1334	18.3%
F	151	2.1%
u	124	1.7%
s	124	1.7%
e	124	1.7%
A	94	1.3%
P	3	< 0.1%
Other values (3)	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7293	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	2668	36.6%
S	1334	18.3%
B	1334	18.3%
k	1334	18.3%
F	151	2.1%
u	124	1.7%
s	124	1.7%
e	124	1.7%
A	94	1.3%
P	3	< 0.1%
Other values (3)	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7293	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	2668	36.6%
S	1334	18.3%
B	1334	18.3%
k	1334	18.3%
F	151	2.1%
u	124	1.7%
s	124	1.7%
e	124	1.7%
A	94	1.3%
P	3	< 0.1%
Other values (3)	3	< 0.1%

1stFlrSF
Real number (ℝ)

High correlation

Distinct	753
Distinct (%)	51.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1162.6267

Minimum	334
Maximum	4692
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	334
5-th percentile	672.95
Q1	882
median	1087
Q3	1391.25
95-th percentile	1831.25
Maximum	4692
Range	4358
Interquartile range (IQR)	509.25

Descriptive statistics

Standard deviation	386.58774
Coefficient of variation (CV)	0.33251235
Kurtosis	5.7458415
Mean	1162.6267
Median Absolute Deviation (MAD)	234.5
Skewness	1.3767566
Sum	1697435
Variance	149450.08
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	25	1.7%
1040	16	1.1%
912	14	1.0%
894	12	0.8%
848	12	0.8%
672	11	0.8%
630	9	0.6%
816	9	0.6%
483	7	0.5%
960	7	0.5%
Other values (743)	1338	91.6%

Value	Count	Frequency (%)
334	1	0.1%
372	1	0.1%
438	1	0.1%
480	1	0.1%
483	7	0.5%
495	1	0.1%
520	5	0.3%
525	1	0.1%
526	1	0.1%
536	1	0.1%

Value	Count	Frequency (%)
4692	1	0.1%
3228	1	0.1%
3138	1	0.1%
2898	1	0.1%
2633	1	0.1%
2524	1	0.1%
2515	1	0.1%
2444	1	0.1%
2411	1	0.1%
2402	1	0.1%

2ndFlrSF
Real number (ℝ)

High correlation Zeros

Distinct	417
Distinct (%)	28.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	346.99247

Minimum	0
Maximum	2065
Zeros	829
Zeros (%)	56.8%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	728
95-th percentile	1141.05
Maximum	2065
Range	2065
Interquartile range (IQR)	728

Descriptive statistics

Standard deviation	436.52844
Coefficient of variation (CV)	1.2580343
Kurtosis	-0.55346356
Mean	346.99247
Median Absolute Deviation (MAD)	0
Skewness	0.81302982
Sum	506609
Variance	190557.08
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	829	56.8%
728	10	0.7%
504	9	0.6%
546	8	0.5%
672	8	0.5%
600	7	0.5%
720	7	0.5%
896	6	0.4%
862	5	0.3%
780	5	0.3%
Other values (407)	566	38.8%

Value	Count	Frequency (%)
0	829	56.8%
110	1	0.1%
167	1	0.1%
192	1	0.1%
208	1	0.1%
213	1	0.1%
220	1	0.1%
224	1	0.1%
240	2	0.1%
252	2	0.1%

Value	Count	Frequency (%)
2065	1	0.1%
1872	1	0.1%
1818	1	0.1%
1796	1	0.1%
1611	1	0.1%
1589	1	0.1%
1540	1	0.1%
1538	1	0.1%
1523	1	0.1%
1519	1	0.1%

LowQualFinSF
Real number (ℝ)

Zeros

Distinct	24
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8445205

Minimum	0
Maximum	572
Zeros	1434
Zeros (%)	98.2%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	572
Range	572
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	48.623081
Coefficient of variation (CV)	8.3194303
Kurtosis	83.234817
Mean	5.8445205
Median Absolute Deviation (MAD)	0
Skewness	9.0113413
Sum	8533
Variance	2364.204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	1434	98.2%
80	3	0.2%
360	2	0.1%
205	1	0.1%
479	1	0.1%
397	1	0.1%
514	1	0.1%
120	1	0.1%
481	1	0.1%
232	1	0.1%
Other values (14)	14	1.0%

Value	Count	Frequency (%)
0	1434	98.2%
53	1	0.1%
80	3	0.2%
120	1	0.1%
144	1	0.1%
156	1	0.1%
205	1	0.1%
232	1	0.1%
234	1	0.1%
360	2	0.1%

Value	Count	Frequency (%)
572	1	0.1%
528	1	0.1%
515	1	0.1%
514	1	0.1%
513	1	0.1%
481	1	0.1%
479	1	0.1%
473	1	0.1%
420	1	0.1%
397	1	0.1%

GrLivArea
Real number (ℝ)

High correlation

Distinct	861
Distinct (%)	59.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1515.4637

Minimum	334
Maximum	5642
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.5 KiB

Quantile statistics

Minimum	334
5-th percentile	848
Q1	1129.5
median	1464
Q3	1776.75
95-th percentile	2466.1
Maximum	5642
Range	5308
Interquartile range (IQR)	647.25

Descriptive statistics

Standard deviation	525.48038
Coefficient of variation (CV)	0.34674561
Kurtosis	4.8951206
Mean	1515.4637
Median Absolute Deviation (MAD)	326
Skewness	1.3665604
Sum	2212577
Variance	276129.63
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	22	1.5%
1040	14	1.0%
894	11	0.8%
1456	10	0.7%
848	10	0.7%
1200	9	0.6%
912	9	0.6%
816	8	0.5%
1092	8	0.5%
1728	7	0.5%
Other values (851)	1352	92.6%

Value	Count	Frequency (%)
334	1	0.1%
438	1	0.1%
480	1	0.1%
520	1	0.1%
605	1	0.1%
616	1	0.1%
630	6	0.4%
672	2	0.1%
691	1	0.1%
693	1	0.1%

Value	Count	Frequency (%)
5642	1	0.1%
4676	1	0.1%
4476	1	0.1%
4316	1	0.1%
3627	1	0.1%
3608	1	0.1%
3493	1	0.1%
3447	1	0.1%
3395	1	0.1%
3279	1	0.1%

BsmtFullBath
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

0	856
1	588
2	15
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	856	58.6%
1	588	40.3%
2	15	1.0%
3	1	0.1%

BsmtHalfBath
Categorical

Imbalance

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

0	1378
1	80
2	2

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1378	94.4%
1	80	5.5%
2	2	0.1%

FullBath
Categorical

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

2	768
1	650
3	33
0	9

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Most occurring characters

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	768	52.6%
1	650	44.5%
3	33	2.3%
0	9	0.6%

HalfBath
Categorical

High correlation

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	11.5 KiB

0	913
1	535
2	12

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1460
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Most occurring characters

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1460	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	913	62.5%
1	535	36.6%
2	12	0.8%

Interactions

Correlations

	1stFlrSF	2ndFlrSF	BldgType	BsmtCond	BsmtExposure	BsmtFinSF1	BsmtFinSF2	BsmtFinType1	BsmtFinType2	BsmtFullBath	BsmtHalfBath	BsmtQual	BsmtUnfSF	CentralAir	Condition1	Condition2	Electrical	ExterCond	ExterQual	Exterior1st	Exterior2nd	Foundation	FullBath	GrLivArea	HalfBath	Heating	HeatingQC	HouseStyle	LandContour	LandSlope	LotArea	LotConfig	LotFrontage	LotShape	LowQualFinSF	MSSubClass	MSZoning	MasVnrArea	Neighborhood	OverallCond	OverallQual	RoofMatl	RoofStyle	SalePrice	Street	TotalBsmtSF	Utilities	YearBuilt	YearRemodAdd
1stFlrSF	1.000	-0.276	0.184	0.000	0.176	0.323	0.067	0.110	0.010	0.191	0.000	0.264	0.224	0.144	0.086	0.191	0.019	0.000	0.271	0.182	0.155	0.088	0.258	0.494	0.121	0.000	0.094	0.160	0.096	0.000	0.444	0.057	0.428	0.207	-0.039	-0.278	0.160	0.352	0.241	-0.167	0.409	0.394	0.150	0.575	0.000	0.829	0.000	0.293	0.240
2ndFlrSF	-0.276	1.000	0.125	0.055	0.153	-0.191	-0.102	0.133	0.011	0.125	0.000	0.206	0.060	0.036	0.052	0.110	0.000	0.032	0.209	0.101	0.132	0.157	0.407	0.643	0.449	0.043	0.112	0.435	0.058	0.000	0.119	0.052	0.055	0.148	0.058	0.488	0.159	0.063	0.250	0.001	0.290	0.106	0.120	0.294	0.000	-0.286	0.000	0.030	0.073
BldgType	0.184	0.125	1.000	0.041	0.075	0.000	0.000	0.099	0.021	0.160	0.065	0.163	0.122	0.289	0.076	0.144	0.081	0.110	0.176	0.163	0.187	0.188	0.105	0.049	0.229	0.107	0.112	0.156	0.069	0.026	0.036	0.069	0.313	0.084	0.076	0.851	0.189	0.000	0.419	0.128	0.131	0.027	0.048	0.088	0.112	0.120	0.000	0.250	0.195
BsmtCond	0.000	0.055	0.041	1.000	0.055	0.000	0.000	0.102	0.052	0.076	0.058	0.193	0.055	0.260	0.038	0.000	0.423	0.222	0.163	0.112	0.074	0.138	0.144	0.000	0.043	0.070	0.092	0.084	0.063	0.135	0.000	0.029	0.000	0.045	0.096	0.069	0.093	0.000	0.121	0.476	0.426	0.047	0.055	0.123	0.000	0.035	0.000	0.180	0.109
BsmtExposure	0.176	0.153	0.075	0.055	1.000	0.234	0.064	0.199	0.080	0.200	0.045	0.195	0.127	0.076	0.070	0.000	0.059	0.000	0.155	0.124	0.141	0.128	0.099	0.120	0.070	0.000	0.081	0.230	0.197	0.223	0.145	0.068	0.115	0.101	0.000	0.201	0.075	0.095	0.270	0.096	0.181	0.149	0.138	0.206	0.090	0.188	0.000	0.178	0.151
BsmtFinSF1	0.323	-0.191	0.000	0.000	0.234	1.000	0.050	0.271	0.052	0.397	0.028	0.241	-0.574	0.152	0.107	0.312	0.057	0.000	0.208	0.138	0.139	0.111	0.158	0.057	0.012	0.000	0.059	0.114	0.138	0.083	0.172	0.045	0.154	0.206	-0.079	-0.108	0.091	0.242	0.201	-0.011	0.133	0.449	0.096	0.302	0.019	0.410	0.000	0.190	0.063
BsmtFinSF2	0.067	-0.102	0.000	0.000	0.064	0.050	1.000	0.191	0.471	0.088	0.088	0.063	-0.271	0.000	0.000	0.039	0.000	0.000	0.041	0.072	0.063	0.070	0.036	-0.052	0.008	0.000	0.000	0.000	0.049	0.141	0.072	0.000	0.053	0.056	0.002	-0.084	0.000	-0.061	0.123	0.102	-0.118	0.154	0.134	-0.039	0.049	0.070	0.184	-0.112	-0.126
BsmtFinType1	0.110	0.133	0.099	0.102	0.199	0.271	0.191	1.000	0.213	0.338	0.081	0.333	0.295	0.175	0.046	0.025	0.100	0.061	0.292	0.216	0.223	0.315	0.226	0.108	0.054	0.064	0.202	0.161	0.088	0.047	0.013	0.059	0.052	0.051	0.071	0.182	0.136	0.096	0.313	0.171	0.231	0.047	0.056	0.207	0.000	0.132	0.000	0.351	0.263
BsmtFinType2	0.010	0.011	0.021	0.052	0.080	0.052	0.471	0.213	1.000	0.075	0.091	0.100	0.119	0.008	0.016	0.023	0.000	0.000	0.093	0.131	0.118	0.124	0.047	0.000	0.035	0.000	0.078	0.055	0.000	0.078	0.067	0.000	0.028	0.057	0.000	0.054	0.039	0.000	0.157	0.060	0.075	0.111	0.075	0.051	0.107	0.024	0.120	0.133	0.113
BsmtFullBath	0.191	0.125	0.160	0.076	0.200	0.397	0.088	0.338	0.075	1.000	0.097	0.102	0.265	0.106	0.000	0.000	0.055	0.000	0.071	0.089	0.083	0.103	0.264	0.136	0.152	0.000	0.060	0.165	0.105	0.200	0.211	0.000	0.155	0.094	0.000	0.209	0.071	0.028	0.189	0.000	0.066	0.166	0.125	0.140	0.091	0.204	0.000	0.144	0.122
BsmtHalfBath	0.000	0.000	0.065	0.058	0.045	0.028	0.088	0.081	0.091	0.097	1.000	0.052	0.054	0.016	0.000	0.000	0.000	0.059	0.043	0.066	0.068	0.067	0.164	0.000	0.154	0.000	0.030	0.099	0.027	0.045	0.000	0.034	0.000	0.045	0.000	0.086	0.020	0.000	0.145	0.102	0.062	0.139	0.127	0.049	0.000	0.000	0.102	0.089	0.077
BsmtQual	0.264	0.206	0.163	0.193	0.195	0.241	0.063	0.333	0.100	0.102	0.052	1.000	0.185	0.214	0.151	0.109	0.218	0.111	0.462	0.324	0.316	0.405	0.347	0.249	0.154	0.027	0.271	0.212	0.094	0.000	0.000	0.086	0.125	0.136	0.057	0.266	0.191	0.209	0.535	0.323	0.510	0.039	0.167	0.455	0.000	0.293	0.000	0.516	0.392
BsmtUnfSF	0.224	0.060	0.122	0.055	0.127	-0.574	-0.271	0.295	0.119	0.265	0.054	0.185	1.000	0.060	0.016	0.062	0.038	0.026	0.251	0.094	0.102	0.170	0.187	0.253	0.122	0.000	0.098	0.150	0.064	0.053	0.078	0.012	0.119	0.039	0.020	-0.118	0.072	0.076	0.191	-0.128	0.273	0.000	0.091	0.185	0.000	0.329	0.000	0.139	0.177
CentralAir	0.144	0.036	0.289	0.260	0.076	0.152	0.000	0.175	0.008	0.106	0.016	0.214	0.060	1.000	0.040	0.068	0.421	0.200	0.278	0.349	0.330	0.365	0.103	0.158	0.130	0.461	0.379	0.233	0.128	0.000	0.000	0.063	0.052	0.108	0.126	0.254	0.297	0.106	0.382	0.315	0.374	0.000	0.055	0.418	0.040	0.223	0.000	0.438	0.378
Condition1	0.086	0.052	0.076	0.038	0.070	0.107	0.000	0.046	0.016	0.000	0.000	0.151	0.016	0.040	1.000	0.210	0.040	0.019	0.125	0.072	0.079	0.080	0.062	0.087	0.087	0.000	0.157	0.085	0.000	0.000	0.000	0.148	0.147	0.105	0.000	0.103	0.071	0.000	0.185	0.051	0.061	0.077	0.081	0.065	0.165	0.083	0.000	0.120	0.080
Condition2	0.191	0.110	0.144	0.000	0.000	0.312	0.039	0.025	0.023	0.000	0.000	0.109	0.062	0.068	0.210	1.000	0.000	0.284	0.137	0.023	0.000	0.035	0.106	0.271	0.199	0.000	0.069	0.122	0.059	0.000	0.000	0.092	0.077	0.000	0.084	0.103	0.059	0.102	0.010	0.099	0.153	0.000	0.311	0.000	0.000	0.144	0.000	0.162	0.000
Electrical	0.019	0.000	0.081	0.423	0.059	0.057	0.000	0.100	0.000	0.055	0.000	0.218	0.038	0.421	0.040	0.000	1.000	0.128	0.138	0.204	0.180	0.182	0.116	0.008	0.082	0.132	0.144	0.109	0.052	0.000	0.000	0.007	0.000	0.112	0.000	0.118	0.103	0.000	0.179	0.270	0.160	0.000	0.000	0.135	0.000	0.064	0.085	0.188	0.221
ExterCond	0.000	0.032	0.110	0.222	0.000	0.000	0.000	0.061	0.000	0.000	0.059	0.111	0.026	0.200	0.019	0.284	0.128	1.000	0.182	0.095	0.067	0.123	0.075	0.053	0.051	0.046	0.062	0.103	0.000	0.000	0.000	0.000	0.000	0.000	0.087	0.115	0.079	0.000	0.153	0.379	0.195	0.000	0.092	0.105	0.000	0.038	0.000	0.189	0.099
ExterQual	0.271	0.209	0.176	0.163	0.155	0.208	0.041	0.292	0.093	0.071	0.043	0.462	0.251	0.278	0.125	0.137	0.138	0.182	1.000	0.351	0.355	0.371	0.318	0.286	0.151	0.042	0.324	0.176	0.134	0.094	0.000	0.014	0.138	0.112	0.090	0.243	0.239	0.244	0.485	0.319	0.614	0.066	0.146	0.476	0.321	0.319	0.000	0.435	0.389
Exterior1st	0.182	0.101	0.163	0.112	0.124	0.138	0.072	0.216	0.131	0.089	0.066	0.324	0.094	0.349	0.072	0.023	0.204	0.095	0.351	1.000	0.759	0.315	0.237	0.111	0.120	0.134	0.266	0.160	0.116	0.134	0.026	0.052	0.113	0.082	0.000	0.188	0.178	0.010	0.288	0.189	0.200	0.186	0.138	0.164	0.000	0.134	0.000	0.335	0.285
Exterior2nd	0.155	0.132	0.187	0.074	0.141	0.139	0.063	0.223	0.118	0.083	0.068	0.316	0.102	0.330	0.079	0.000	0.180	0.067	0.355	0.759	1.000	0.314	0.225	0.123	0.166	0.174	0.265	0.167	0.121	0.116	0.071	0.076	0.129	0.093	0.000	0.210	0.186	0.028	0.317	0.169	0.193	0.116	0.160	0.175	0.000	0.144	0.000	0.326	0.277
Foundation	0.088	0.157	0.188	0.138	0.128	0.111	0.070	0.315	0.124	0.103	0.067	0.405	0.170	0.365	0.080	0.035	0.182	0.123	0.371	0.315	0.314	1.000	0.285	0.152	0.164	0.216	0.293	0.216	0.100	0.050	0.000	0.043	0.115	0.117	0.027	0.263	0.224	0.077	0.417	0.256	0.291	0.000	0.092	0.258	0.044	0.233	0.000	0.502	0.322
FullBath	0.258	0.407	0.105	0.144	0.099	0.158	0.036	0.226	0.047	0.264	0.164	0.347	0.187	0.103	0.062	0.106	0.116	0.075	0.318	0.237	0.225	0.285	1.000	0.468	0.230	0.000	0.199	0.236	0.111	0.124	0.098	0.041	0.135	0.102	0.000	0.249	0.175	0.182	0.369	0.309	0.404	0.106	0.139	0.416	0.022	0.236	0.000	0.351	0.270
GrLivArea	0.494	0.643	0.049	0.000	0.120	0.057	-0.052	0.108	0.000	0.136	0.000	0.249	0.253	0.158	0.087	0.271	0.008	0.053	0.286	0.111	0.123	0.152	0.468	1.000	0.300	0.052	0.143	0.258	0.100	0.036	0.449	0.046	0.376	0.222	0.064	0.204	0.106	0.323	0.209	-0.154	0.603	0.406	0.062	0.731	0.000	0.371	0.000	0.288	0.282
HalfBath	0.121	0.449	0.229	0.043	0.070	0.012	0.008	0.054	0.035	0.152	0.154	0.154	0.122	0.130	0.087	0.199	0.082	0.051	0.151	0.120	0.166	0.164	0.230	0.300	1.000	0.000	0.097	0.461	0.003	0.041	0.000	0.000	0.033	0.084	0.000	0.512	0.140	0.138	0.300	0.079	0.225	0.018	0.210	0.208	0.000	0.097	0.000	0.227	0.200
Heating	0.000	0.043	0.107	0.070	0.000	0.000	0.000	0.064	0.000	0.000	0.000	0.027	0.000	0.461	0.000	0.000	0.132	0.046	0.042	0.134	0.174	0.216	0.000	0.052	0.000	1.000	0.239	0.141	0.000	0.000	0.084	0.000	0.046	0.025	0.308	0.105	0.055	0.000	0.054	0.092	0.167	0.000	0.000	0.081	0.000	0.073	0.000	0.171	0.083
HeatingQC	0.094	0.112	0.112	0.092	0.081	0.059	0.000	0.202	0.078	0.060	0.030	0.271	0.098	0.379	0.157	0.069	0.144	0.062	0.324	0.266	0.265	0.293	0.199	0.143	0.097	0.239	1.000	0.168	0.054	0.050	0.000	0.010	0.049	0.053	0.059	0.168	0.117	0.038	0.296	0.178	0.259	0.000	0.000	0.238	0.018	0.140	0.027	0.336	0.328
HouseStyle	0.160	0.435	0.156	0.084	0.230	0.114	0.000	0.161	0.055	0.165	0.099	0.212	0.150	0.233	0.085	0.122	0.109	0.103	0.176	0.160	0.167	0.216	0.236	0.258	0.461	0.141	0.168	1.000	0.126	0.000	0.000	0.000	0.044	0.073	0.263	0.617	0.184	0.047	0.294	0.122	0.144	0.047	0.102	0.129	0.019	0.164	0.100	0.291	0.200
LandContour	0.096	0.058	0.069	0.063	0.197	0.138	0.049	0.088	0.000	0.105	0.027	0.094	0.064	0.128	0.000	0.059	0.052	0.000	0.134	0.116	0.121	0.100	0.111	0.100	0.003	0.000	0.054	0.126	1.000	0.457	0.256	0.060	0.121	0.127	0.073	0.084	0.102	0.025	0.360	0.101	0.161	0.181	0.141	0.096	0.114	0.106	0.000	0.160	0.130
LandSlope	0.000	0.000	0.026	0.135	0.223	0.083	0.141	0.047	0.078	0.200	0.045	0.000	0.053	0.000	0.000	0.000	0.000	0.000	0.094	0.134	0.116	0.050	0.124	0.036	0.041	0.000	0.050	0.000	0.457	1.000	0.449	0.079	0.123	0.119	0.053	0.000	0.072	0.000	0.315	0.188	0.152	0.313	0.256	0.046	0.176	0.000	0.000	0.098	0.083
LotArea	0.444	0.119	0.036	0.000	0.145	0.172	0.072	0.013	0.067	0.211	0.000	0.000	0.078	0.000	0.000	0.000	0.000	0.000	0.000	0.026	0.071	0.000	0.098	0.449	0.000	0.084	0.000	0.000	0.256	0.449	1.000	0.079	0.650	0.266	-0.020	-0.270	0.000	0.178	0.162	-0.047	0.233	0.252	0.112	0.456	0.290	0.366	0.000	0.103	0.075
LotConfig	0.057	0.052	0.069	0.029	0.068	0.045	0.000	0.059	0.000	0.000	0.034	0.086	0.012	0.063	0.148	0.092	0.007	0.000	0.014	0.052	0.076	0.043	0.041	0.046	0.000	0.000	0.010	0.000	0.060	0.079	0.079	1.000	0.165	0.221	0.000	0.062	0.064	0.036	0.137	0.000	0.017	0.077	0.075	0.087	0.000	0.029	0.085	0.105	0.086
LotFrontage	0.428	0.055	0.313	0.000	0.115	0.154	0.053	0.052	0.028	0.155	0.000	0.125	0.119	0.052	0.147	0.077	0.000	0.000	0.138	0.113	0.129	0.115	0.135	0.376	0.033	0.046	0.049	0.044	0.121	0.123	0.650	0.165	1.000	0.297	-0.030	-0.314	0.193	0.259	0.245	-0.083	0.255	0.305	0.154	0.409	0.113	0.386	1.000	0.195	0.117
LotShape	0.207	0.148	0.084	0.045	0.101	0.206	0.056	0.051	0.057	0.094	0.045	0.136	0.039	0.108	0.105	0.000	0.112	0.000	0.112	0.082	0.093	0.117	0.102	0.222	0.084	0.025	0.053	0.073	0.127	0.119	0.266	0.221	0.297	1.000	0.000	0.138	0.152	0.069	0.244	0.060	0.116	0.186	0.035	0.197	0.034	0.200	0.000	0.174	0.139
LowQualFinSF	-0.039	0.058	0.076	0.096	0.000	-0.079	0.002	0.071	0.000	0.000	0.000	0.057	0.020	0.126	0.000	0.084	0.000	0.087	0.090	0.000	0.000	0.027	0.000	0.064	0.000	0.308	0.059	0.263	0.073	0.053	-0.020	0.000	-0.030	0.000	1.000	0.076	0.145	-0.107	0.112	0.040	-0.034	0.049	0.000	-0.068	0.000	-0.081	0.000	-0.146	-0.065
MSSubClass	-0.278	0.488	0.851	0.069	0.201	-0.108	-0.084	0.182	0.054	0.209	0.086	0.266	-0.118	0.254	0.103	0.103	0.118	0.115	0.243	0.188	0.210	0.263	0.249	0.204	0.512	0.105	0.168	0.617	0.084	0.000	-0.270	0.062	-0.314	0.138	0.076	1.000	0.264	0.025	0.422	-0.072	0.108	0.039	0.117	0.007	0.103	-0.319	0.000	0.036	0.007
MSZoning	0.160	0.159	0.189	0.093	0.075	0.091	0.000	0.136	0.039	0.071	0.020	0.191	0.072	0.297	0.071	0.059	0.103	0.079	0.239	0.178	0.186	0.224	0.175	0.106	0.140	0.055	0.117	0.184	0.102	0.072	0.000	0.064	0.193	0.152	0.145	0.264	1.000	0.063	0.641	0.161	0.190	0.000	0.073	0.206	0.249	0.119	0.000	0.295	0.202
MasVnrArea	0.352	0.063	0.000	0.000	0.095	0.242	-0.061	0.096	0.000	0.028	0.000	0.209	0.076	0.106	0.000	0.102	0.000	0.000	0.244	0.010	0.028	0.077	0.182	0.323	0.138	0.000	0.038	0.047	0.025	0.000	0.178	0.036	0.259	0.069	-0.107	0.025	0.063	1.000	0.183	-0.179	0.414	0.142	0.105	0.421	0.000	0.360	0.170	0.402	0.234
Neighborhood	0.241	0.250	0.419	0.121	0.270	0.201	0.123	0.313	0.157	0.189	0.145	0.535	0.191	0.382	0.185	0.010	0.179	0.153	0.485	0.288	0.317	0.417	0.369	0.209	0.300	0.054	0.296	0.294	0.360	0.315	0.162	0.137	0.245	0.244	0.112	0.422	0.641	0.183	1.000	0.222	0.321	0.095	0.186	0.319	0.199	0.237	0.096	0.480	0.388
OverallCond	-0.167	0.001	0.128	0.476	0.096	-0.011	0.102	0.171	0.060	0.000	0.102	0.323	-0.128	0.315	0.051	0.099	0.270	0.379	0.319	0.189	0.169	0.256	0.309	-0.154	0.079	0.092	0.178	0.122	0.101	0.188	-0.047	0.000	-0.083	0.060	0.040	-0.072	0.161	-0.179	0.222	1.000	-0.178	0.000	0.044	-0.129	0.068	-0.217	0.000	-0.417	-0.041
OverallQual	0.409	0.290	0.131	0.426	0.181	0.133	-0.118	0.231	0.075	0.066	0.062	0.510	0.273	0.374	0.061	0.153	0.160	0.195	0.614	0.200	0.193	0.291	0.404	0.603	0.225	0.167	0.259	0.144	0.161	0.152	0.233	0.017	0.255	0.116	-0.034	0.108	0.190	0.414	0.321	-0.178	1.000	0.099	0.117	0.810	0.073	0.460	0.000	0.647	0.558
RoofMatl	0.394	0.106	0.027	0.047	0.149	0.449	0.154	0.047	0.111	0.166	0.139	0.039	0.000	0.000	0.077	0.000	0.000	0.000	0.066	0.186	0.116	0.000	0.106	0.406	0.018	0.000	0.000	0.047	0.181	0.313	0.252	0.077	0.305	0.186	0.049	0.039	0.000	0.142	0.095	0.000	0.099	1.000	0.458	0.121	0.000	0.424	0.000	0.071	0.040
RoofStyle	0.150	0.120	0.048	0.055	0.138	0.096	0.134	0.056	0.075	0.125	0.127	0.167	0.091	0.055	0.081	0.311	0.000	0.092	0.146	0.138	0.160	0.092	0.139	0.062	0.210	0.000	0.000	0.102	0.141	0.256	0.112	0.075	0.154	0.035	0.000	0.117	0.073	0.105	0.186	0.044	0.117	0.458	1.000	0.113	0.000	0.123	0.000	0.160	0.081
SalePrice	0.575	0.294	0.088	0.123	0.206	0.302	-0.039	0.207	0.051	0.140	0.049	0.455	0.185	0.418	0.065	0.000	0.135	0.105	0.476	0.164	0.175	0.258	0.416	0.731	0.208	0.081	0.238	0.129	0.096	0.046	0.456	0.087	0.409	0.197	-0.068	0.007	0.206	0.421	0.319	-0.129	0.810	0.121	0.113	1.000	0.000	0.603	0.000	0.653	0.571
Street	0.000	0.000	0.112	0.000	0.090	0.019	0.049	0.000	0.107	0.091	0.000	0.000	0.000	0.040	0.165	0.000	0.000	0.000	0.321	0.000	0.000	0.044	0.022	0.000	0.000	0.000	0.018	0.019	0.114	0.176	0.290	0.000	0.113	0.034	0.000	0.103	0.249	0.000	0.199	0.068	0.073	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.110
TotalBsmtSF	0.829	-0.286	0.120	0.035	0.188	0.410	0.070	0.132	0.024	0.204	0.000	0.293	0.329	0.223	0.083	0.144	0.064	0.038	0.319	0.134	0.144	0.233	0.236	0.371	0.097	0.073	0.140	0.164	0.106	0.000	0.366	0.029	0.386	0.200	-0.081	-0.319	0.119	0.360	0.237	-0.217	0.460	0.424	0.123	0.603	0.000	1.000	0.000	0.427	0.299
Utilities	0.000	0.000	0.000	0.000	0.000	0.000	0.184	0.000	0.120	0.000	0.102	0.000	0.000	0.000	0.000	0.000	0.085	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.027	0.100	0.000	0.000	0.000	0.085	1.000	0.000	0.000	0.000	0.000	0.170	0.096	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.079
YearBuilt	0.293	0.030	0.250	0.180	0.178	0.190	-0.112	0.351	0.133	0.144	0.089	0.516	0.139	0.438	0.120	0.162	0.188	0.189	0.435	0.335	0.326	0.502	0.351	0.288	0.227	0.171	0.336	0.291	0.160	0.098	0.103	0.105	0.195	0.174	-0.146	0.036	0.295	0.402	0.480	-0.417	0.647	0.071	0.160	0.653	0.000	0.427	0.000	1.000	0.684
YearRemodAdd	0.240	0.073	0.195	0.109	0.151	0.063	-0.126	0.263	0.113	0.122	0.077	0.392	0.177	0.378	0.080	0.000	0.221	0.099	0.389	0.285	0.277	0.322	0.270	0.282	0.200	0.083	0.328	0.200	0.130	0.083	0.075	0.086	0.117	0.139	-0.065	0.007	0.202	0.234	0.388	-0.041	0.558	0.040	0.081	0.571	0.110	0.299	0.079	0.684	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	SalePrice	MSSubClass	MSZoning	LotFrontage	LotArea	Street	LotShape	LandContour	Utilities	LotConfig	LandSlope	Neighborhood	Condition1	Condition2	BldgType	HouseStyle	OverallQual	OverallCond	YearBuilt	YearRemodAdd	RoofStyle	RoofMatl	Exterior1st	Exterior2nd	MasVnrArea	ExterQual	ExterCond	Foundation	BsmtQual	BsmtCond	BsmtExposure	BsmtFinType1	BsmtFinSF1	BsmtFinType2	BsmtFinSF2	BsmtUnfSF	TotalBsmtSF	Heating	HeatingQC	CentralAir	Electrical	1stFlrSF	2ndFlrSF	GrLivArea	BsmtFullBath	BsmtHalfBath	FullBath	HalfBath
0	208500	60	RL	65.0	8450	Pave	Reg	Lvl	AllPub	Inside	Gtl	CollgCr	Norm	Norm	1Fam	2Story	7	5	2003	2003	Gable	CompShg	VinylSd	VinylSd	196.0	Gd	TA	PConc	Gd	TA	No	GLQ	706	Unf	0	150	856	GasA	Ex	Y	SBrkr	856	854	1710	1	0	2	1
1	181500	20	RL	80.0	9600	Pave	Reg	Lvl	AllPub	FR2	Gtl	Veenker	Feedr	Norm	1Fam	1Story	6	8	1976	1976	Gable	CompShg	MetalSd	MetalSd	0.0	TA	TA	CBlock	Gd	TA	Gd	ALQ	978	Unf	0	284	1262	GasA	Ex	Y	SBrkr	1262	0	1262	0	1	2	0
2	223500	60	RL	68.0	11250	Pave	IR1	Lvl	AllPub	Inside	Gtl	CollgCr	Norm	Norm	1Fam	2Story	7	5	2001	2002	Gable	CompShg	VinylSd	VinylSd	162.0	Gd	TA	PConc	Gd	TA	Mn	GLQ	486	Unf	0	434	920	GasA	Ex	Y	SBrkr	920	866	1786	1	0	2	1
3	140000	70	RL	60.0	9550	Pave	IR1	Lvl	AllPub	Corner	Gtl	Crawfor	Norm	Norm	1Fam	2Story	7	5	1915	1970	Gable	CompShg	Wd Sdng	Wd Shng	0.0	TA	TA	BrkTil	TA	Gd	No	ALQ	216	Unf	0	540	756	GasA	Gd	Y	SBrkr	961	756	1717	1	0	1	0
4	250000	60	RL	84.0	14260	Pave	IR1	Lvl	AllPub	FR2	Gtl	NoRidge	Norm	Norm	1Fam	2Story	8	5	2000	2000	Gable	CompShg	VinylSd	VinylSd	350.0	Gd	TA	PConc	Gd	TA	Av	GLQ	655	Unf	0	490	1145	GasA	Ex	Y	SBrkr	1145	1053	2198	1	0	2	1
5	143000	50	RL	85.0	14115	Pave	IR1	Lvl	AllPub	Inside	Gtl	Mitchel	Norm	Norm	1Fam	1.5Fin	5	5	1993	1995	Gable	CompShg	VinylSd	VinylSd	0.0	TA	TA	Wood	Gd	TA	No	GLQ	732	Unf	0	64	796	GasA	Ex	Y	SBrkr	796	566	1362	1	0	1	1
6	307000	20	RL	75.0	10084	Pave	Reg	Lvl	AllPub	Inside	Gtl	Somerst	Norm	Norm	1Fam	1Story	8	5	2004	2005	Gable	CompShg	VinylSd	VinylSd	186.0	Gd	TA	PConc	Ex	TA	Av	GLQ	1369	Unf	0	317	1686	GasA	Ex	Y	SBrkr	1694	0	1694	1	0	2	0
7	200000	60	RL	NaN	10382	Pave	IR1	Lvl	AllPub	Corner	Gtl	NWAmes	PosN	Norm	1Fam	2Story	7	6	1973	1973	Gable	CompShg	HdBoard	HdBoard	240.0	TA	TA	CBlock	Gd	TA	Mn	ALQ	859	BLQ	32	216	1107	GasA	Ex	Y	SBrkr	1107	983	2090	1	0	2	1
8	129900	50	RM	51.0	6120	Pave	Reg	Lvl	AllPub	Inside	Gtl	OldTown	Artery	Norm	1Fam	1.5Fin	7	5	1931	1950	Gable	CompShg	BrkFace	Wd Shng	0.0	TA	TA	BrkTil	TA	TA	No	Unf	0	Unf	0	952	952	GasA	Gd	Y	FuseF	1022	752	1774	0	0	2	0
9	118000	190	RL	50.0	7420	Pave	Reg	Lvl	AllPub	Corner	Gtl	BrkSide	Artery	Artery	2fmCon	1.5Unf	5	6	1939	1950	Gable	CompShg	MetalSd	MetalSd	0.0	TA	TA	BrkTil	TA	TA	No	GLQ	851	Unf	0	140	991	GasA	Ex	Y	SBrkr	1077	0	1077	1	0	1	0

	SalePrice	MSSubClass	MSZoning	LotFrontage	LotArea	Street	LotShape	LandContour	Utilities	LotConfig	LandSlope	Neighborhood	Condition1	Condition2	BldgType	HouseStyle	OverallQual	OverallCond	YearBuilt	YearRemodAdd	RoofStyle	RoofMatl	Exterior1st	Exterior2nd	MasVnrArea	ExterQual	ExterCond	Foundation	BsmtQual	BsmtCond	BsmtExposure	BsmtFinType1	BsmtFinSF1	BsmtFinType2	BsmtFinSF2	BsmtUnfSF	TotalBsmtSF	Heating	HeatingQC	CentralAir	Electrical	1stFlrSF	2ndFlrSF	GrLivArea	BsmtFullBath	FullBath	HalfBath
1450	136000	90	RL	60.0	9000	Pave	Reg	Lvl	AllPub	FR2	Gtl	NAmes	Norm	Norm	Duplex	2Story	5	5	1974	1974	Gable	CompShg	VinylSd	VinylSd	0.0	TA	TA	CBlock	Gd	TA	No	Unf	0	Unf	0	896	896	GasA	TA	Y	SBrkr	896	896	1792	0	2	2
1451	287090	20	RL	78.0	9262	Pave	Reg	Lvl	AllPub	Inside	Gtl	Somerst	Norm	Norm	1Fam	1Story	8	5	2008	2009	Gable	CompShg	CemntBd	CmentBd	194.0	Gd	TA	PConc	Gd	TA	No	Unf	0	Unf	0	1573	1573	GasA	Ex	Y	SBrkr	1578	0	1578	0	2	0
1452	145000	180	RM	35.0	3675	Pave	Reg	Lvl	AllPub	Inside	Gtl	Edwards	Norm	Norm	TwnhsE	SLvl	5	5	2005	2005	Gable	CompShg	VinylSd	VinylSd	80.0	TA	TA	PConc	Gd	TA	Gd	GLQ	547	Unf	0	0	547	GasA	Gd	Y	SBrkr	1072	0	1072	1	1	0
1453	84500	20	RL	90.0	17217	Pave	Reg	Lvl	AllPub	Inside	Gtl	Mitchel	Norm	Norm	1Fam	1Story	5	5	2006	2006	Gable	CompShg	VinylSd	VinylSd	0.0	TA	TA	PConc	Gd	TA	No	Unf	0	Unf	0	1140	1140	GasA	Ex	Y	SBrkr	1140	0	1140	0	1	0
1454	185000	20	FV	62.0	7500	Pave	Reg	Lvl	AllPub	Inside	Gtl	Somerst	Norm	Norm	1Fam	1Story	7	5	2004	2005	Gable	CompShg	VinylSd	VinylSd	0.0	Gd	TA	PConc	Gd	TA	No	GLQ	410	Unf	0	811	1221	GasA	Ex	Y	SBrkr	1221	0	1221	1	2	0
1455	175000	60	RL	62.0	7917	Pave	Reg	Lvl	AllPub	Inside	Gtl	Gilbert	Norm	Norm	1Fam	2Story	6	5	1999	2000	Gable	CompShg	VinylSd	VinylSd	0.0	TA	TA	PConc	Gd	TA	No	Unf	0	Unf	0	953	953	GasA	Ex	Y	SBrkr	953	694	1647	0	2	1
1456	210000	20	RL	85.0	13175	Pave	Reg	Lvl	AllPub	Inside	Gtl	NWAmes	Norm	Norm	1Fam	1Story	6	6	1978	1988	Gable	CompShg	Plywood	Plywood	119.0	TA	TA	CBlock	Gd	TA	No	ALQ	790	Rec	163	589	1542	GasA	TA	Y	SBrkr	2073	0	2073	1	2	0
1457	266500	70	RL	66.0	9042	Pave	Reg	Lvl	AllPub	Inside	Gtl	Crawfor	Norm	Norm	1Fam	2Story	7	9	1941	2006	Gable	CompShg	CemntBd	CmentBd	0.0	Ex	Gd	Stone	TA	Gd	No	GLQ	275	Unf	0	877	1152	GasA	Ex	Y	SBrkr	1188	1152	2340	0	2	0
1458	142125	20	RL	68.0	9717	Pave	Reg	Lvl	AllPub	Inside	Gtl	NAmes	Norm	Norm	1Fam	1Story	5	6	1950	1996	Hip	CompShg	MetalSd	MetalSd	0.0	TA	TA	CBlock	TA	TA	Mn	GLQ	49	Rec	1029	0	1078	GasA	Gd	Y	FuseA	1078	0	1078	1	1	0
1459	147500	20	RL	75.0	9937	Pave	Reg	Lvl	AllPub	Inside	Gtl	Edwards	Norm	Norm	1Fam	1Story	5	6	1965	1965	Gable	CompShg	HdBoard	HdBoard	0.0	Gd	TA	CBlock	TA	TA	No	BLQ	830	LwQ	290	136	1256	GasA	Gd	Y	SBrkr	1256	0	1256	1	1	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)